{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Recurrent PG Crypto-Currency Trading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1052,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.finance as mpf\n",
    "from matplotlib.pylab import date2num\n",
    "from HuobiServices import *\n",
    "from DataUtils import *\n",
    "import talib\n",
    "import tensorflow as tf\n",
    "from tqdm import tqdm\n",
    "import seaborn as sns\n",
    "import os\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "lmap=lambda func,it: list(map(lambda x:func(x),it))\n",
    "lfilter=lambda func,it: list(filter(lambda x:func(x),it))\n",
    "z_score=lambda x:(x-np.mean(x,axis=0))/(np.std(x,axis=0)+1e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1005,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RPG_Crypto_portfolio(object):\n",
    "    def __init__(self, feature_number, action_size=1, hidden_units_number=[128, 64], learning_rate=0.001):\n",
    "        tf.reset_default_graph()\n",
    "        self.s = tf.placeholder(dtype=tf.float32, shape=[None, feature_number], name='s')\n",
    "        self.a = tf.placeholder(dtype=tf.int32, shape=[None,action_size], name='a')\n",
    "        self.r = tf.placeholder(dtype=tf.float32, shape=[None], name='r')\n",
    "        self.s_next=tf.placeholder(dtype=tf.float32, shape=[None, feature_number], name='s_next')\n",
    "        self.action_size=action_size\n",
    "        self.a_buffer = []\n",
    "        self.r_buffer = []\n",
    "        self.s_buffer = []\n",
    "        self.s_next_buffer=[]\n",
    "        self.dropout_keep_prob = tf.placeholder(dtype=tf.float32, shape=[], name='dropout_keep_prob')\n",
    "        with tf.variable_scope('rnn_encoder', initializer=tf.contrib.layers.xavier_initializer(uniform=True), regularizer=tf.contrib.layers.l2_regularizer(0.01)):\n",
    "            cell=self._add_GRU(units_number=128,keep_prob=self.dropout_keep_prob)\n",
    "#             cells=self._add_GRUs(units_number=[256,128],activation=[tf.nn.relu,tf.nn.tanh])\n",
    "            self.rnn_input=tf.expand_dims(self.s,axis=0)\n",
    "            self.rnn_output,_=tf.nn.dynamic_rnn(inputs=self.rnn_input,cell=cell,dtype=tf.float32)\n",
    "#             self.rnn_output=tf.contrib.layers.layer_norm(self.rnn_output)\n",
    "            self.rnn_output=tf.unstack(self.rnn_output,axis=0)[0]\n",
    "            \n",
    "        with tf.variable_scope('supervised',initializer=tf.contrib.layers.xavier_initializer(uniform=True), regularizer=tf.contrib.layers.l2_regularizer(0.01)):\n",
    "            self.state_predict = self._add_dense_layer(inputs=self.rnn_output, output_shape=hidden_units_number, drop_keep_prob=self.dropout_keep_prob, act=tf.nn.relu, use_bias=True)\n",
    "            self.state_predict = self._add_dense_layer(inputs=self.rnn_output, output_shape=[feature_number], drop_keep_prob=self.dropout_keep_prob, act=None, use_bias=True)\n",
    "            self.state_loss=tf.losses.mean_squared_error(self.state_predict,self.s_next)\n",
    "            \n",
    "        with tf.variable_scope('policy_gradient',initializer=tf.contrib.layers.xavier_initializer(uniform=True), regularizer=tf.contrib.layers.l2_regularizer(0.01)):\n",
    "#             self.rnn_output=tf.stop_gradient(self.rnn_output)\n",
    "            self.a_prob = self._add_dense_layer(inputs=self.rnn_output, output_shape=hidden_units_number+[action_size], drop_keep_prob=self.dropout_keep_prob, act=tf.nn.relu, use_bias=True)\n",
    "#             self.a_prob = self._add_dense_layer(inputs=self.a_prob, output_shape=, drop_keep_prob=self.dropout_keep_prob, act=None, use_bias=True)\n",
    "            self.a_out = tf.nn.softmax(self.a_prob,axis=-1)\n",
    "            self.negative_cross_entropy = tf.nn.softmax_cross_entropy_with_logits_v2(logits=self.a_prob, labels=self.a)\n",
    "            \n",
    "        with tf.variable_scope('train'):\n",
    "            optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate)\n",
    "            self.loss = tf.reduce_mean(self.negative_cross_entropy * self.r)+tf.reduce_mean(self.state_loss)\n",
    "            self.train_op = optimizer.minimize(self.loss)\n",
    "        self.init_op = tf.global_variables_initializer()\n",
    "        self.session = tf.Session()\n",
    "        self.saver = tf.train.Saver()\n",
    "    def init_model(self):\n",
    "        self.session.run(self.init_op)\n",
    "    \n",
    "    def _add_dense_layer(self, inputs, output_shape, drop_keep_prob, act=tf.nn.relu, use_bias=True):\n",
    "        output = inputs\n",
    "        for n in output_shape:\n",
    "            output = tf.layers.dense(output, n, activation=act, use_bias=use_bias)\n",
    "            output = tf.nn.dropout(output, drop_keep_prob)\n",
    "        return output\n",
    "    \n",
    "    def _add_GRU(self,units_number,activation=tf.nn.relu,keep_prob=1.0):\n",
    "        cell = tf.contrib.rnn.LSTMCell(units_number,activation=activation)\n",
    "        cell = tf.contrib.rnn.DropoutWrapper(cell, input_keep_prob=keep_prob)\n",
    "        return cell\n",
    "    \n",
    "    def _add_GRUs(self,units_number,activation,keep_prob=1.0):\n",
    "        cells=tf.contrib.rnn.MultiRNNCell(cells=[ self._add_GRU(units_number=n,activation=a) for n,a in zip(units_number,activation)])\n",
    "        return cells\n",
    "    \n",
    "    def _add_gru_cell(self, units_number, activation=tf.nn.relu):\n",
    "        return tf.contrib.rnn.GRUCell(num_units=units_number, activation=activation)\n",
    "    \n",
    "    def train(self, drop=0.85):\n",
    "#         np.random.shuffle(random_index)\n",
    "        feed = {\n",
    "            self.a: np.array(self.a_buffer),\n",
    "            self.r: np.array(self.r_buffer),\n",
    "            self.s: np.array(self.s_buffer),\n",
    "            self.s_next:np.array(self.s_next_buffer),\n",
    "            self.dropout_keep_prob: drop\n",
    "        }\n",
    "        _, loss = self.session.run([self.train_op, self.loss], feed_dict=feed)\n",
    "        return loss\n",
    "    \n",
    "    def restore_buffer(self):\n",
    "        self.a_buffer = []\n",
    "        self.r_buffer = []\n",
    "        self.s_buffer = []\n",
    "        self.s_next_buffer=[]\n",
    "    \n",
    "    def save_current_state(self,s):\n",
    "        self.s_buffer.append(s)\n",
    "    \n",
    "    def save_transation(self, a, r,s_next):\n",
    "        self.a_buffer.append(a)\n",
    "        self.r_buffer.append(r)\n",
    "        self.s_next_buffer.append(s_next)\n",
    "    \n",
    "    def trade(self, s, train=False, drop=1.0, prob=False):\n",
    "        feed = {\n",
    "            self.s: np.array(self.s_buffer),\n",
    "            self.dropout_keep_prob: drop\n",
    "        }\n",
    "        a_prob = self.session.run([self.a_out], feed_dict=feed)\n",
    "        a_prob = a_prob[-1][-1].flatten()\n",
    "        if train:\n",
    "            a_indices = np.arange(a_prob.shape[0])\n",
    "            target_index=np.random.choice(a_indices, p=a_prob)\n",
    "            a=np.zeros(a_prob.shape[0])\n",
    "            a[target_index]=1.0\n",
    "            return a\n",
    "        else:\n",
    "            if prob:\n",
    "                return a_prob\n",
    "            target_index=np.argmax(a_prob)\n",
    "            a=np.zeros(a_prob.shape[0])\n",
    "            a[target_index]=1.0\n",
    "            return a\n",
    "    def load_model(self, model_path='./RPGModel'):\n",
    "        self.saver.restore(self.session, model_path + '/model')\n",
    "\n",
    "    def save_model(self, model_path='./RPGModel'):\n",
    "        if not os.path.exists(model_path):\n",
    "            os.mkdir(model_path)\n",
    "        model_file = model_path + '/model'\n",
    "        self.saver.save(self.session, model_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1161,
   "metadata": {},
   "outputs": [],
   "source": [
    "# assets=['kanbtc','mdsbtc','socbtc','xrpbtc','dbcbtc','eosbtc','wiccbtc','letbtc']\n",
    "# assets=['kan','eos','mana']\n",
    "# assets=['kan','wicc','edu','eos','let']\n",
    "assets=assets=['bat']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1162,
   "metadata": {},
   "outputs": [],
   "source": [
    "asset_data=lfilter(lambda x:x[1] is not None,lmap(lambda x:(x,kline(x,interval='30min',count=2000)),assets))\n",
    "asset_data=lmap(lambda x:(x[0],generate_tech_data(x[1],close_name='close',high_name='high',low_name='low',open_name='open')),asset_data)\n",
    "asset_data=dict(asset_data)\n",
    "asset_data=pd.Panel(asset_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1163,
   "metadata": {},
   "outputs": [],
   "source": [
    "model=RPG_Crypto_portfolio(action_size=asset_data.shape[0]+1,feature_number=asset_data.shape[2]*asset_data.shape[0],learning_rate=1e-3)\n",
    "model.init_model()\n",
    "model.restore_buffer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1164,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from ./PortfolioTrading/RPG_Portfolio/model\n"
     ]
    }
   ],
   "source": [
    "model.load_model(model_path='./PortfolioTrading/RPG_Portfolio')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1174,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 train_reward 0.49108879798727617 0.00032958979730689675\n",
      "0 test_reward 0.17829025681538044 0.00040798685770109943\n",
      "1 train_reward 0.6099785869048218 0.0004093816019495448\n",
      "1 test_reward 0.5196297454629559 0.001189084085727588\n"
     ]
    }
   ],
   "source": [
    "normalize_length=10\n",
    "train_length=1500\n",
    "batch_size=30\n",
    "c=1e-4\n",
    "epoch=30\n",
    "train_r=[]\n",
    "train_mean_r=[]\n",
    "test_r=[]\n",
    "test_mean_r=[]\n",
    "for e in range(epoch):\n",
    "    train_reward=[]\n",
    "    test_reward=[]\n",
    "    test_actions=[]\n",
    "    previous_action=np.zeros(asset_data.shape[0]+1)\n",
    "    for t in range(normalize_length,train_length):\n",
    "        state=asset_data[:,t-normalize_length:t,:].values\n",
    "        next_state=asset_data[:,t-normalize_length+1:t+1,:].values\n",
    "        state=state.reshape((state.shape[1],state.shape[0]*state.shape[2]))\n",
    "        next_state=next_state.reshape((next_state.shape[1],next_state.shape[0]*next_state.shape[2]))\n",
    "        state=z_score(state)[None,-1]\n",
    "        next_state=z_score(next_state)[None,-1]\n",
    "        model.save_current_state(s=state[0])\n",
    "        action=model.trade(state,train=True,drop=1.0)\n",
    "        r=np.sum(asset_data[:,:,'diff'].iloc[t].values*action[:-1]-c*np.sum(np.abs(previous_action-action)))\n",
    "        model.save_transation(a=action,r=r,s_next=next_state[0])\n",
    "        previous_action=action\n",
    "        train_reward.append(r)\n",
    "        if t%batch_size==0:\n",
    "            loss=model.train(drop=0.8)\n",
    "            model.restore_buffer()\n",
    "    model.restore_buffer()\n",
    "    print(e,'train_reward',np.sum(train_reward),np.mean(train_reward))\n",
    "    train_r.append(np.sum(train_reward))\n",
    "    train_mean_r.append(np.mean(train_reward))\n",
    "    previous_action=np.zeros(asset_data.shape[0]+1)\n",
    "    for t in range(train_length,asset_data.shape[1]):\n",
    "        state=asset_data[:,t-normalize_length:t,:].values\n",
    "        state=state.reshape((state.shape[1],state.shape[0]*state.shape[2]))\n",
    "        state=z_score(state)[None,-1]\n",
    "        model.save_current_state(s=state[0])\n",
    "        action=model.trade(state,train=False,prob=False)\n",
    "        r=np.sum(asset_data[:,:,'diff'].iloc[t].values*action[:-1]-c*np.sum(np.abs(previous_action-action)))\n",
    "        test_reward.append(r)\n",
    "        test_actions.append(action)\n",
    "        previous_action=action\n",
    "        if t % batch_size==0:\n",
    "            model.restore_buffer()\n",
    "    print(e,'test_reward',np.sum(test_reward),np.mean(test_reward))\n",
    "    test_r.append(np.sum(test_reward))\n",
    "    test_mean_r.append(np.mean(test_reward))\n",
    "    model.restore_buffer()\n",
    "    if np.sum(np.sum(test_reward))>0.45: break\n",
    "model.restore_buffer()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1175,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ff7c813df28>]"
      ]
     },
     "execution_count": 1175,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vY+3KeHgZfh1L5s6gQvdTEZF0uMOeX8JDn4eOZ2HOMnjnZlj5TiiL7r/qzT2jqyNpa21t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\ni4gUIYW7iEgR+v/ZyNPf4GqfJwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7c813dd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(train_r)\n",
    "plt.plot(test_r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ff7cd220b70>]"
      ]
     },
     "execution_count": 1176,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QtcL7LuGy6tZZbmZZQEtgbYzvVrf8MKAXUBgmahMzK3T3XpWLcvexwFiAvLy8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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7dd63e588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(train_mean_r)\n",
    "plt.plot(test_mean_r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1177,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff7c36d7c50>"
      ]
     },
     "execution_count": 1177,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Xhdfj/7hiEk6Xdn275l8VOObOz0NOD00FV7yyGst2ejZMnz6yOOSU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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7c36c67f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "asset_data[:,:,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1178,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff7ca0d7f28>"
      ]
     },
     "execution_count": 1178,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IO8aYvpF1fSmvLd/H/HXpfHLjZKf0VRSUVpFXWskASwd3V2hrs48EfyFcYENaPgk9gukV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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7c9484668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(train_reward,index=asset_data[:,normalize_length:train_length,'diff'].index,columns=['return']).cumsum().plot()\n",
    "asset_data[:,normalize_length:train_length,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1179,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff7c9d28668>"
      ]
     },
     "execution_count": 1179,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fWifYPwCCo5y7ffK3mIiXyCEw+gyI8NLkdbbv5Odn5jCAceUMTIG5t8B/LoA3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\n5f6FRVG4IAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7cb71b710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(test_reward,index=asset_data[:,train_length:,'diff'].index,columns=['return']).cumsum().plot()\n",
    "asset_data[:,train_length:,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1180,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5196297454629559"
      ]
     },
     "execution_count": 1180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(test_reward)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1181,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff7c99c12b0>"
      ]
     },
     "execution_count": 1181,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kHdtQvD/wjO3V5fNiqkGkKxraPlP7uBdlcE3SgcC+tTyvBt4BfKuhn9nA1eX48Tsl7Vfa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cDJ\nZWerqVSvvq2nzTVqE9/qHvWUt0t/+9lGRERERERERDRssV14C++n2o1qqaT7S9mXgEuBGySdSrUb\n1UcBJL0VWAzsDgxJOhsYtL1I0k3AEqodvu4D5jQbs71R0sXAvaVopu2N5fg84HuSvgk8AZzSqsOS\nvgZ8AhgnaQ1whe2vUE0UzZJkqqdxzuw2eEl3AQcDu5Zcp9qeB3xR0l9STZh9x/Ydpf4U4IzyKtef\nAP9Q2hMw2/bSkvqzwHeBnYEflQ/D6/WUV7luAz4ErKR6qumUbteorBd0ue3FtLlHo8nbrr99biMi\nIiIiIiIiGlQ9MBOxfRkzdiB/2BERMSq/W3dXv7sQERFvYDvt/Tb1uw+/L8/81Qfzu2or7XHtHX35\nexjJkz0RERERERER8Yemj7tJxdbpaev1iIiIiIiIiIjYto1kgeaJkhZKWi5pmaTPlfI9Jc2XtKL8\nO76UHyzpbkkvSjq3keuckuMhSddJenObNmeUvCskzaiVj5U0R9Jjkh6RdGKb+EskrZb0QqN8f0kL\nJD0o6c6ygPK7art5bZS0qhzfLuk9ZSzLSszHarn+VtJKSZa0d4fr124s75W0tOT4VlmUuBmrcm5l\naX9yt7yN+Hb3qOe87frbzzYiIiIiIiIiYksjebLnZeALtgeBqcCZkgaB84EFticBC8p3gI3AWcDs\nehJJA6V8iu13AjsCJzUbk7QncBFwGHAocFHtx/2XgQ22DwIGgZ+26fOtJbZpNnCN7XcDM4FZtpcO\n7+ZFtevTF8v3I6kWFj7Z9juAY4BvStqj5Pp/qLaT/2WbPnQby3eAzwCTyueYFimOrZ0/vcR0y1vX\n7h6NJm+7/vazjYiIiIiIiIho6DrZY3u97SXl+HngYWAAmA5cXapdDXy41Nlg+15gU4t0Y4CdJY0B\nxgHrWtQ5Gphve6Ptp4H5vPqj/9PArNLOkO0n2/T5nrKVd9MgcEc5XljG0Jbtx2yvKMfrgA3AH5Xv\n99n+907x7cYiaV9g99JPA9dQrl/DdKrJKdu+B9ijxHa6Rs34Le5Rr3m79LefbUREREREREREQ09r\n9kg6ADgEWATsU5tQ+RWwT6dY22upnqx5HFgPPGv7Jy2qDgCra9/XAAO1J2oulrRE0o2SOrbZwgPA\nCeX4eGA3SXuNJFDSocBY4P/tUm+Kqu3Poc1YymdNi3IknaGy/XqX+FblTe3uUa952/a3z21ERERE\nRERERMOIJ3sk7QrcDJxt+7n6ufIkRsdlusurOtOBA4H9gF0kfbKHvo4BJgA/tz0ZuJvGq2IjcC5w\nuKT7gMOBtcDmbkHlqZPvAafYHupU1/Zi26f12K96/OW2Lx9tfIe8Xe/RG70NSadLWixp8dDQb17P\nbkRERERERERss0Y02SNpJ6qJnmtt31KKf10mQYYnQzZ0SXMksMr2E7Y3AbcA75N0mF5dIPk4qgmY\nibW4CaXsKao1dIbbvxGYLGnHWvzMTh2wvc72CbYPoVr/B9vPdBn77sC/Al8uryP1ot1Y1pbjZnkv\n8a3Km9rdo17zdupvP9t4DdtzbE+xPWWHHXZpVSUiIiIiIiJGaiifrf70yUh24xJwJfCw7ctqp+YC\nwzspzQB+0CXV48BUSeNKzmkl56LhBZJtzwXmAUdJGl+eBjoKmFee6LgVOKLkmwYst725Fn9hl7Hs\nLWl4zBcAV3WpPxb4F6q1Z27qMr5W2o1lPfCcpKnlWpxM6+s3Fzi57Gw1lerVt/Xt8raJb3WPesrb\npb/9bCMiIiIiIiIiGkbyZM/7gU8BH6w9QfMh4FLgLyStoHpq51IASW+VtAb4PPB3ktZI2t32IuAm\nYAmwtLQ9p9mY7Y3AxcC95TOzlAGcB3xF0oOlT19o1WFJXyt9GFfa/0o5dQTwqKTHqNZ9uaTL2D8K\n/Gfgr2tjf09p46zSxgTgweF1eupr9nQZy2eBK4CVVOsA/ajE19fsuQ34RanzTyWmY15JV0iaUuJb\n3qPR5G3X3z63ERERERERERENqh6Yidi+jBk7kD/siIgYld+tu6vfXYiIiDewnfZ+m/rdh9+XZz72\nX/K7aivt8f2Fffl7GNOPRiNeb/kf9YiIGK2d9/tAv7sQERFvYC+/1Go51Yj/WD1tvR4RERERERER\nEdu2kSzQPFHSQknLJS2T9LlSvqek+ZJWlH/Hl/KDJd0t6UVJ5zZynVNyPCTpOklvbtPmjJJ3haQZ\ntfKxkuZIekzSI5JObBN/iaTVkl5olO8vaYGkByXdKWmCpHfV1uPZKGlVOb5d0nvKWJaVmI/Vcl0r\n6dEylqtU7VjW7Mf+kpaUfMtqa/Eg6b2SlkpaKelbZVHiZrzKuZWl/cndrlEjvt096jlvu/72s42I\niIiIiIh4/XjI+Wzlp19G8mTPy8AXbA8CU4EzJQ0C5wMLbE8CFpTvABuBs4DZ9SSSBkr5FNvvBHYE\nTmo2JmlP4CLgMOBQ4KLaj/svAxtsHwQMAj9t0+dbS2zTbKqdtd4NzARm2V46vJsX1a5PXyzfj6Ta\n6v1k2+8AjgG+KWmPkuta4GDgXcDOwGkt2lsP/FnJfRhwvqT9yrnvAJ8BJpXPMS3ij62dP73EdLtG\nde3u0WjytutvP9uIiIiIiIiIiIaukz2219teUo6fBx4GBoDpwNWl2tXAh0udDbbvBTa1SDcG2FnS\nGGAcsK5FnaOB+bY32n4amM+rP/o/Dcwq7QzZfrJNn+8pW3k3DQJ3lOOFZQxt2X7M9opyvA7YAPxR\n+X6bC+DfqHblasa/ZPvF8vVNlOstaV9g99JPA9dQrl/DdKrJKdu+B9ijxHa6Rs34Le5Rr3m79Lef\nbUREREREREREQ09r9kg6ADgEWATsU5tQ+RXVVuZt2V5L9WTN41RPvDxr+yctqg4Aq2vf1wADtSdq\nLi6vRt0oqWObLTwAnFCOjwd2k7TXSAIlHQqMpdoSvF6+E9U28D8u31/Zer18n6hqq/jVwFfLpNFA\nGddrxljq17deb3ktOpQ3tbtHveZt298+txERERERERERDSOe7JG0K3AzcLbt5+rnypMYHV9GK6/q\nTAcOBPYDdpH0yR76Oobq6Zmf254M3E3jVbEROBc4XNJ9wOHAWmBzt6Dy1Mn3gFNsDzVOfxv4me27\nAGwvtv3KK122V5fXxt4OzOg2QWX7ctuX9zKokRjJPXqjtyHpdEmLJS2+4prrXs9uRERERERERGyz\nRjTZU55euRm41vYtpfjXZRJkeDJkQ5c0RwKrbD9hexNwC/A+SYfp1QWSj6OagJlYi5tQyp6iWkNn\nuP0bgcmSdqzFz+zUAdvrbJ9g+xCq9X+w/UyXse8O/Cvw5fI6Uv3cRVSvdX2+y9iHXwN7CPhAGU/9\nta/hMTa1uxbtypva3aNe83bqbz/beA3bc2xPsT3ltJM/3qpKRERERERExHZvJLtxCbgSeNj2ZbVT\nc4HhnZRmAD/okupxYKqkcSXntJJz0fACybbnAvOAoySNL08DHQXMK0903AocUfJNA5bb3lyLv7DL\nWPaWNDzmC4CrutQfC/wL1dozNzXOnUa1/szHWzztM1xngqSdy/F44M+BR8srSc9Jmlquxcm0vn5z\ngZPLzlZTqV59W0+ba9QmvtU96ilvl/72s42IiIiIiIiIaBgzgjrvp1qTZqmk+0vZl4BLgRsknQr8\nEvgogKS3AouB3YEhSWcDg7YXSboJWEK1w9d9wJxmY7Y3SroYuLcUzbS9sRyfB3xP0jeBJ4BTWnVY\n0teATwDjJK0BrrD9FaqJolmSDPwMOLPL2D8K/GdgL0l/Xcr+2vb9wOVl3HeXHcJvsT1T0hTgjPIq\n158A/1DaEzDb9tKS57PAd6l28vpR+TC8Xk95les24EPASqqnmk7pdo3KekGX215Mm3s0mrzt+tvn\nNiIiIiIiIuL10vKxhngjUPXATMT2ZdOTv8gfdkREjMrO+32g312IiIg3sJdfWqt+9+H35ekTj8jv\nqq00/uY7+/L30NNuXBERERERERERsW3LZE9ERERERERExHZkJAs0T5S0UNJyScskfa6U7ylpvqQV\n5d/xpfxgSXdLelHSuY1c55QcD0m6TtKb27Q5o+RdIWlGrXyspDmSHpP0iKQTW8SOk/Sv5fwySZfW\nzr1J0vclrZS0SNIBko6u7eb1gqRHy/E1JeaCUv9RSUfXch1TylZKOr/NOLZor3auZd5G/IElbmXJ\nM7Zb3kZ8yz6OJm+v1+E/oo2IiIiIiIiI2NJInux5GfiC7UFgKnCmpEHgfGCB7UnAgvIdYCNwFjC7\nnkTSQCmfYvudwI7ASc3GJO0JXAQcBhwKXDQ8kUS1XfoG2wcBg8BP2/R5tu2DgUOA90s6tpSfCjxt\n++3AN4Cv2p43vJsX1cLSf1W+n1zGeRLwDuAY4NuqtnrfEfhH4NjSj4+Xuk1btFfG2DJvi/ivAt8o\n8U+XfG3zNq5jpz72lHeU1+E/oo2IiIiIiIiIaOg62WN7ve0l5fh54GFgAJgOXF2qXQ18uNTZYPte\nYFOLdGOAnSWNAcYB61rUORqYb3uj7aeB+VQ//gE+Dcwq7QzZfrJFf39re2E5folq968J5XS9zzcB\n0yR1WixpOnC97Rdtr6LaWerQ8llp+xeljetL3Vbxrdprl/cVpd4HSxzUrvEIx9Gyj6PM29N1+I9o\nY4srHREREREREb9XHnI+W/npl57W7Cmv3BwCLAL2sb2+nPoVsE+nWNtrqZ72eRxYDzxr+yctqg4A\nq2vf1wADkvYo3y+WtETSjZI6tlli/neqJ49ek9v2y8CzwF4dUrTsS4dyJM2UdFyX9jrF3yZpv1Lv\nmRL3mjojHEe7NkaTt9fr8B/RRkRERERERES0MOLJHkm7AjcDZ9t+rn7O1f7tHaesyqtY04EDgf2A\nXSR9soe+jqF6QufnticDd9N4VazR3hjgOuBbtn/RQztbxfaFtuduRfyHbLd64im6kHS6pMWSFl9x\nzXX97k5EREREREREX4xoskfSTlQTPdfavqUU/1rSvuX8vsCGLmmOBFbZfsL2JuAW4H2SDtOrCyQf\nB6wFJtbiJpSyp4DfljiAG4HJZV2X4fiZtbg5wArb36yVvZK7TAa9peRtp11f2pW3jW+0N5L4p4D/\nn727j7aqutN8/33CEUXTRtAqXw52S67YXmJ3IuEqHStVdkiJpjpirrlGOwl01HgdMR1Jx3s16Srs\ngowO9nCo7TDRojEdsVMYNdYQW1OEQmKSGyVSaKK8KLSWL4iiQnxNKchz/1jzyGKz384huoE8nzH2\nYK255vzNudY+/+zJXPN3QGnXWKeb+2j3HAcbd7DP4d3oYwe259ieYHvCuVPPalYlIiIiIiIiYo/X\nTTYuAdcDq2xfUbu0ABjIlDUNuL1DqCeBiaqyZQmYVGIuHdgguayIWQicJGlkWQ10ErCwrB66Azix\nxJsErLT9Vq39jDLmb1JNIkxvGEN9zJ8G7i5xW1kAnFkySI0BxgK/BO4HxpaMU8OpNhZutpqnVX+t\n4r6t1FtS2sH2z7ib+2g6xiHGHdRzeDf62OFJR0RERERERARQvRrVyQnA54GHJD1Yyr4BzAZulnQO\n8ARwBoCkQ6iyWu0PbJU0HRhne6mkW6k2TN4CPEC1+mY7tjdKmkX1Ix9gpu2N5fhi4EZJVwHPA19o\nbC9pNFXWrtXA8rJv8TW251JNWt0oaS1V1rAdsoE1jGWFpJuBlWXMF9h+q/TzZaqJqWHAd22vKOUz\ngWVl4qppfx3i3gWcW17luhi4qUxePVDi0Spu2etnbnkVbEurMQ427lCew7vUR0REREREREQ0UPuF\nLRG7p80vPJY/7IiIGJIRh32010OIiIjd2JY317XL+Lxb2TjlT/K7aieNuv2envw9DCobV0RERERE\nRERE7Noy2RMRERERERERsQfJZE9ERERERERExB6km2xch0taImmlpBWSLizloyQtkrSm/DuylB8t\n6V5Jb0i6qCHWV0uMhyXNl7RPiz6nlbhrJE2rlQ+XLtlWBAAAIABJREFUNEfSo5JWSzq9Sdt9Jd1Z\nrq+QNLt2bW9JP5C0VtJSSUdImlxL3f6qpEfK8bzS5uul/iOSJtdifVfSBkkPt3l2UyT9usRbJumP\nOt1jQ/tWz1iSri7j+rWk8S3af1jSQ6Xe1Sq7VQ8lbpvvpGd9RERERERERMSOulnZswX4mu1xwETg\nAknjgEuAxbbHAovLOVQZlr4CXF4PIqm/lE+wfQxVZqUdsmFJGgVcChwPHAdcOjBRQJVla4Pto4Bx\nwD0txny57aOBY4ETJJ1Sys8BNtk+ErgSuMz2woHU7VRZxD5bzqeW+zwT+ABwMvAdScNKrO+VsnYW\nAx8ssc8G5nZxj3WtnvEpVKnJxwLnAde26P9a4Iu1ugPjHVTcDuPtZR8RERERERER0aDjZI/t9baX\nl+NXgFVAPzAFuKFUuwE4rdTZYPt+YHOTcH3ACEl9wL7AM03qTAYW2d5oexOwiG0/7s8GvlX62Wr7\nhSbjfd32knL8JlWq99Hlcn3MtwKTOqwSmQLcZPsN248Da6kmIrD9U6qJrZZsv+pt6c72AwaO291j\nY/87PONSPs+V+4ADJB1ab1jO97d9XxnDvIb2g4nbdLy7QB8RERERERER0WBQe/ZIOoJqtcxS4GDb\n68ulZ4GD27W1vY5qtc+TwHrgJds/blK1H3iqdv400C/pgHI+S9JySbdIattnafNJqpUl28W2vQV4\nCTiwTYimY+nQ5/mSzq+df0rSauBOqsmqtnElzZU0oZS3esbdjKu/lDerM9i47cp72cd2JJ1XXpdb\nNnfe/GZVIiIiIiIiokvems/Ofnql68keSe8FfghMt/1y/VpZceGmDbe1H0m1qmMMcBiwn6TPDWKs\nfVQrdH5hezxwLw2vijX01wfMB662/dgg+tkptq+zfV3t/G/KK2WnAbO6aH+u7WVNyjs+46F4p+K+\n232UfubYnmB7wrlTz3qnu4uIiIiIiIjYJfV1U0nSXlQTPd+3fVspfk7SobbXl1dtNnQI83HgcdvP\nl5i3AR+RtAb4q1JnBrAOOLHWbjTwE+BF4HVgoP9bgHPKHjp/X8oW2J5RjucAa2xfVYu1DjgceLpM\nBr2vxG1loH59LOs63GdTtn8q6f2SDqL1PTZq9Yy7Gdc6tr2+1lhnsHFbjbfXfbQ04rCPdqoSERHR\n1G+f+VmvhxARERGxU7rJxiXgemCV7StqlxYAAxmTpgG3dwj1JDBRVbYsAZNKzKUDGyTbXgAsBE6S\nNLKsBjoJWFhWh9zBtgmBScBK22/V2s8oY/4m1UTO9IYx1Mf8aeDu2p46zSwAzlSVxWsM1ebAv+xw\nn2+TdGQtO9V4YG+qyaWm99ii/2bPeAEwtWS2mkj1Stz6esNy/rKkiWUMUxvaDyZuq++k131ERERE\nRERERINuVvacAHweeEjSg6XsG8Bs4GZJ5wBPAGcASDqEKqvV/sBWSdOBcbaXSrqVasPkLcADVKtv\ntmN7o6RZwP2laKbtgY2QLwZulHQV8Dzwhcb2kkZTZe1aDSwvcy3X2J5LNWl1o6S1VJsr75ANrGEs\nKyTdDKwsY77A9luln/lUE08HSXoauNT29QP79ZRXuU6nmtjYDPwW+EyZXGp5j5LmAteVV7maPmPg\nLuATVBtGv15/DpIeLNm/AL5ElTVsBPCj8mGwcTt8J73sIyIiIiIiIiIaqP3ClojdU9/w/vxhR0TE\nkOQ1roiI2Bl7HfT+dhmfdysvfvJP8rtqJx14xz09+Xvoas+eiIiIiIiIiPg908NsUrFzBpV6PSIi\nIiIiIiIidm3dbNB8uKQlklZKWiHpwlI+StIiSWvKvyNL+dGS7pX0hqSLGmJ9tcR4WNJ8Sfu06HNa\nibtG0rRa+XBJcyQ9Kmm1pNObtN1X0p3l+gpJs2vX9pb0A0lrJS2VdISkyZIeLJ9XJT1SjueVNl8v\n9R+RNLmU7SPpl5J+Vfr4yxb3sUN/tWs7xG3Sfkxpt7bEGd4pbkP7k0v8tZIu2Zm4rcbbyz4iIiIi\nIiIiYkfdrOzZAnzN9jhgInCBpHHAJcBi22OBxeUcqo2PvwJcXg8iqb+UT7B9DDCMJhskSxoFXAoc\nDxwHXDowkUS18fIG20cB44B7Woz5cttHA8cCJ0g6pZSfA2yyfSRwJXCZ7YUD2byoNpb+bDmfWu7z\nTOADwMnAd1Slen8D+JjtDwIfAk5WlVmq0Q79lXtsFbfRZcCVpf2mEq9l3IbnOAz4NnBKeVZnlX4H\nHbfVeHeBPiIiIiIiIiKiQcfJHtvrbS8vx68Aq4B+YApwQ6l2A3BaqbPB9v3A5ibh+oARkvqAfYFn\nmtSZDCyyvdH2JmAR1Y9/gLOBb5V+ttp+ocl4X7e9pBy/SZX9a3S5XB/zrcAkSe02S5oC3GT7DduP\nU2WQOs6VV0udvcqn2cZVrfprGrfesNT7WGkHtWfc5X0cB6y1/Vh5DjcBU4YYt9V4e9bHDk86IiIi\nIiIiIoBB7tlTXrk5FlgKHGx7fbn0LHBwu7a211Gt9nkSWA+8ZPvHTar2A0/Vzp8G+iUdUM5nSVou\n6RZJbfssbT5JtfJou9i2twAvAQe2CdF0LCX2MFWp6DdQTU4tLeUzJZ3aob92ce+SdFip95vSbrs6\nXd5Hqz6GErdVrF72ERERERERERFNdD3ZI+m9wA+B6bZfrl9zlb+9bUq28irWFGAMcBiwn6TPDWKs\nfVQrdH5hezxwLw2vijX01wfMB662/dgg+umK7bfKq1+jgeMkHVPKZ9hesBNxP2G72Yqn6EDSeZKW\nSVq2detrvR5ORERERETEbs1b89nZT690NdkjaS+qiZ7v276tFD8n6dBy/VCqFS7tfBx43PbztjcD\ntwEfkXS8tm2QfCqwDji81m50KXsReL20A7gFGD+wwqZ8ZtbazQHW2L6qVvZ27DIZ9L4St5VWY3mb\n7d8AS9j2qlnT9g39dYxb6h1Q2jXW6eY+2j3HwcZtFauXfezA9hzbE2xPeM979mtWJSIiIiIiImKP\n1002LgHXA6tsX1G7tAAYyJQ1Dbi9Q6gngYmqsmUJmFRiLh3YILmsiFkInCRpZFkNdBKwsKweugM4\nscSbBKwcWGFTPjPKmL9JNYkwvWEM9TF/Gri7xG1lAXBmySA1BhgL/FLSHwy8ViZpBPCnwOoW7Zv1\n1zRuvWGpt6S0g+2fcTf3cT8wtmTFGk61+fGCIcZtNd6e9bHDk46IiIiIiIgIoHo1qpMTgM8DD5U9\nagC+AcwGbpZ0DvAEcAaApEOoslrtD2yVNB0YZ3uppFupNkzeAjxAtfpmO7Y3SppF9SMfYKbtjeX4\nYuBGSVcBzwNfaGwvaTRV1q7VwPKyb/E1tudSTVrdKGktVdawHbKBNYxlhaSbgZVlzBfYfqusZLqh\nZIp6D3Cz7f9Z+p8JLCsTV037axW3tL8LOLe8ynUxcFOZvHqgxKNV3LLXz9zyKtgWSV+mmjwbBnzX\n9orac+w6bofx9rKPiIiIiIiIiGig9gtbInZPfcP784cdERFD8ttnftbrIURExG5sr4Pe3y7j827l\nhVP+JL+rdtJBP7qnJ38Pg8rGFRERERERERERu7ZM9kRERERERERE7EG62aD5cElLJK2UtELShaV8\nlKRFktaUf0eW8qMl3SvpDUkXNcT6aonxsKT5kvZp0ee0EneNpGm18uGS5kh6VNJqSac3abuvpDvL\n9RWSZteu7S3pB5LWSloq6QhJk2vZvF6V9Eg5nlfafL3Uf0TS5Ia+hkl6QNL/bHEf50t6qMT7uaRx\ntWst49bqjCnjXFvGPbzVfbRof3KJv1bSJTsTt9V4e9lHREREREREvIO25rPTnx7pZmXPFuBrtscB\nE4ELyqTFJcBi22OBxeUcqk13vwJcXg8iqb+UT7B9DNVmuztskCxpFHApcDxwHHDpwEQS1cbLG2wf\nBYwD7mkx5sttHw0cC5wg6ZRSfg6wyfaRwJXAZbYXDmTzotpY+rPlfGq5zzOBD1ClVv+Oqk2ZB1wI\nrGrz7P7a9r8osf8LcEW5x05xB1wGXFnGu6mMv+l9NDYs8b4NnFKe1Vm1yaZBxW013l2gj4iIiIiI\niIho0HGyx/Z628vL8StUkxv9wBTghlLtBuC0UmeD7fuBzU3C9QEjJPUB+wLPNKkzGVhke6PtTcAi\nqh//AGcD3yr9bLX9QpPxvm57STl+kyr71+hyuT7mW4FJktptljQFuMn2G7YfB9ZSTUANZP36M2Bu\nq8a2X66d7gcMbG7VMu6AMq6PlXFC7Rl3eR/HAWttP1aew03AlCHGbTXenvVBRERERERERDQ1qD17\nyis3xwJLgYNtry+XngUObtfW9jqq1T5PAuuBl2z/uEnVfuCp2vnTQL+kA8r5LEnLJd0iqW2fpc0n\nqVYebRfb9hbgJeDANiGajqUcXwX8vzQszJI0U9KptfMLJP0vqpU9X+kUV9JdqlKoHwj8poyzse9u\n7qNVH0OJ2ypWL/uIiIiIiIiIiCa6nuyR9F7gh8D0hhUruMrf3jYlW3kVawowBjgM2E/S5wYx1j6q\nFTq/sD0euJeGV8Ua+usD5gNX235sEP10JOnfUL1O9veN12zPsL2gdv5t2/8bcDHw551i2/6E7WYr\nnqIDSedJWiZp2datr/V6OBERERERERE90ddNJUl7UU30fN/2baX4OUmH2l4v6VBgQ4cwHwcet/18\niXkb8BFJa4C/KnVmAOuAE2vtRgM/AV4EXgcG+r8FOKfs6TIw6bLA9oxyPAdYY/uqWqx1wOHA02Uy\n6H0lbisD9etjWQecCpwq6RPAPsD+kv6H7XaTVzcB13aIW/cicICkvrICpl6nm/to1cdQ4rYbb6/6\n2IHtOVTfO5tfeKzt5GNEREQrIw77aK+HEBERu7Etbzb9uRLxruomG5eA64FVtq+oXVoADGTKmgbc\n3iHUk8BEVdmyBEwqMZcObJBcVsQsBE6SNLKsBjoJWFhWD93BtomgScBK22/V2s8oY/4m1STC9IYx\n1Mf8aeDuEreVBcCZJYPUGGAs8EvbX7c92vYRVJsK391sokfS2NrpnwFr2sWtty3jWlLGCds/427u\n435gbMmKNbyMc8EQ47Yab8/6ICIiIiIiIt5R3prPzn56pZuVPScAnwcekvRgKfsGMBu4WdI5wBPA\nGQCSDqHKarU/sFXSdGCc7aWSbqXaMHkL8ABlFUad7Y2SZlH9yAeYaXtjOb4YuFHSVcDzwBca25eN\nk/8jsBpYXvYtvsb2XKpJqxslraXKGrZDNrCGsayQdDOwsoz5AttvtWsjaSawrExcfVnSx6k2q95E\nmeRoF1fSXcC55VWui4GbyuTVA2X8tLqPstfP3PIq2BZJX6aaPBsGfNf2itpz7Dpuh/H2so+IiIiI\niIiIaKD2C1sidk95jSsiIoYqr3FFRMTO2PLmunYZn3crz//pn+R31U76g0X39OTvYVDZuCIiIiIi\nIiIiYteWyZ6IiIiIiIiIiD1INxs0Hy5piaSVklZIurCUj5K0SNKa8u/IUn60pHslvSHpooZYXy0x\nHpY0X9I+LfqcVuKukTStVj5c0hxJj0paLen0Jm33lXRnub5C0uzatb0l/UDSWklLJR0habKkB8vn\nVUmPlON5pc3XS/1HJE2uxTpA0q2ln1WS/lWTsUjS1aX9ryWN73SPDe1bPeOWcRvaf1jSQ6Xe1Sob\nGA0lbpvvpGd9RERERERERMSOulnZswX4mu1xwETgAknjgEuAxbbHAovLOVSb7n4FuLweRFJ/KZ9g\n+xiqzXZ32CBZ0ijgUuB44Djg0oGJAqqNlzfYPgoYB9zTYsyX2z4aOBY4QdIppfwcYJPtI4Ergcts\nLxzI5kW1sfRny/nUcp9nAh8ATga+oyrVO8B/Bf629PNBYFWTcZxClVVqLHAeJfV6h3usa/WMm8Zt\n4lrgi7W6Jw8lbofx9rKPiIiIiIiIiGjQcbLH9nrby8vxK1STGv3AFOCGUu0G4LRSZ4Pt+6kyUDXq\nA0ZI6gP2BZ5pUmcysMj2RtubgEVs+3F/NvCt0s9W2y80Ge/rtpeU4zepsn+NLpfrY74VmNRhlcgU\n4Cbbb9h+HFgLHCfpfcAfUzJM2X7T9m9atJ/nyn3AAZIO7XCPje13eMZt4r6tnO9v+76S2nxeQ/vB\nxG063l2gj4iIiIiIiHiH9Dpt+Z7w6ZVB7dkj6Qiq1TJLgYNtry+XngUObtfW9jqq1T5PAuuBl2z/\nuEnVfuCp2vnTQL+kA8r5LEnLJd0iqW2fpc0nqVaWbBfb9hbgJeDANiGajgUYQ5X6/b9LekDSXEn7\nlT7Pl3R+h/atyimxJpTyVs+4ZfuGsT/dos5g47Yr72UfEREREREREdGg68keSe8FfghMt/1y/VpZ\ncdE2JVt5JWcK1UTJYcB+kj43iLH2Ua3Q+YXt8cC9NLwq1tBfHzAfuNr2Y4Pop9uxjAeutX0s8Brl\nNSXb19m+bqiBbZ9re1mT8o7PeIj9vSNx3+0+ACSdJ2mZpGVz581/p7uLiIiIiIiI2CV1NdkjaS+q\niZ7v276tFD838OpQ+XdDhzAfBx63/bztzcBtwEckHa9tGySfCqwDDq+1G13KXgReL+0AbgHGSxpW\naz+z1m4OsMb2VbWyt2OXyaD3lbittBrL08DTtpeW8lupJn+6bd+qvFGrZ9xN+3Vse32tsc5g47Yr\n72Uf27E9x/YE2xPOnXpWsyoRERERERERe7xusnGJam+aVbavqF1aAAxkTJoG3N4h1JPARFXZsgRM\nKjGXDmyQbHsBsBA4SdLIshroJGBhWR1yB3BiiTcJWGn7rVr7GWXM36SayJneMIb6mD8N3F3itrIA\nOFNVFq8xVJsD/9L2s8BTkv55fSwt2k8tGagmUr26tr7VPbZo3+wZt4r7tnL+sqSJ5XlPbWg/mLit\nvpNe9xERERERERERDfq6qHMC8HngIUkPlrJvALOBmyWdAzwBnAEg6RCqrFb7A1slTQfG2V4q6Vaq\nDZO3AA9Qrb7Zju2NkmYB95eimbY3luOLgRslXUW1Z84XGttLGk2VtWs1sLzsv3yN7blUk1Y3SlpL\nlTVsh2xgDWNZIelmqomcLcAFtt8ql/898H1Jw4HHBsYysF9PeZXrLuATVBs7vz5Qp909SpoLXFde\n5Wr6jFvFLe0fLJnFAL4EfA8YAfyofBhs3A7fSS/7iIiIiIiIiIgGar+wJWL3tPmFx/KHHRERQzLi\nsI/2eggREbEb2/LmunYZn3crz/3rP8nvqp108JJ7evL3MKhsXBERERERERERsWvLZE9ERERERERE\nxB6kmw2aD5e0RNJKSSskXVjKR0laJGlN+XdkKT9a0r2S3pB0UUOsr5YYD0uaL2mfFn1OK3HXSJpW\nKx8uaY6kRyWtlnR6k7b7SrqzXF8haXbt2t6SfiBpraSlko6QNLmWzetVSY+U43mlzddL/UckTS5l\n/7zW5kFJL5e9iRrHMkXSr0udZZL+qNM9NrRv9Ywl6eoyrl9LapYJDEkflvRQqXd12eB4SHHbfCc9\n6yMiIiIiIiIidtTNyp4twNdsjwMmAhdIGgdcAiy2PRZYXM6h2vj4K8Dl9SCS+kv5BNvHAMNoskGy\npFHApcDxwHHApQMTBVQbL2+wfRQwDrinxZgvt300cCxwgqRTSvk5wCbbRwJXApfZXjiQzYtqY+nP\nlvOp5T7PBD4AnAx8R9Iw24/U2nyYaqPhv2kyjsXAB0u9s4G5XdxjXatnfApVZrCxwHnAtS2ew7XA\nF2t1Tx5K3A7j7WUfEREREREREdGg42SP7fW2l5fjV4BVQD8wBbihVLsBOK3U2WD7fmBzk3B9wAhJ\nfcC+wDNN6kwGFtneaHsTsIhtP+7PBr5V+tlq+4Um433d9pJy/CZV9q/R5XJ9zLcCkzqsEpkC3GT7\nDduPU2WQOq6hziTgf9l+oslYXq2ldt8PGDhud4+N/e/wjEv5PFfuAw6QdGi9YTnf3/Z9ZQzzGtoP\nJm7T8e4CfURERERERETs1iSdXN4mWivpkhZ1ztC2N67+ulPMQe3ZI+kIqtUyS4GDba8vl54FDm7X\n1vY6qtU+TwLrgZds/7hJ1X7gqdr500C/pAPK+SxJyyXdIqltn6XNJ6lWlmwX2/YW4CXgwDYhmo6l\noc6ZwPxan+erpF8v55+StBq4k2qyqm1cSXMlTSjlrZ5xN+PqL+XN6gw2brvyXvYRERERERER7xQr\nn539dCBpGPBtqrdgxgFnlbeM6nXGAl8HTrD9AWCHbWQadT3ZI+m9wA+B6bZf3u77r1ZctE3JVl7J\nmQKMAQ4D9pP0uW77p1oVNBr4he3xwL00vCrW0F8f1STM1bYfG0Q/XZM0HDgVuGWgzPZ1tq+rnf9N\neaXsNGBWp5i2z7W9rEl5x2c8FO9U3He7DwBJ55W9kZbNnTe/c4OIiIiIiIiI3joOWGv7sfJ20k1U\ncyd1XwS+Xd6CwfaGTkG7muyRtBfVRM/3bd9Wip8beHWo/Nups48Dj9t+3vZm4DbgI5KO17aNjk8F\n1gGH19qNLmUvUu2NM9D/LcB4ScNq7WfW2s0B1ti+qlb2duwyGfS+EreVVmMZcAqw3PZzHe4d2z8F\n3i/poC7iDmj1jLtpv45tr6811hls3HblvexjO7bn2J5ge8K5U89qViUiIiIiIiLiXVNflFA+5zVU\n6ebNnaOAoyT9f5Luk9RxH9tusnEJuB5YZfuK2qUFwEDGpGnA7R1CPQlMVJUtS1R73ayyvXRgs2Pb\nC4CFwEmSRpbVQCcBC8vqkDuAE0u8ScBK22/V2s8oY/4m1URO49Km+pg/Ddxd21OnmQXAmaqyeI2h\n2hz4l7XrZ1F7hauRpCNr2anGA3tTTS41vccW/Td7xguAqSWz1USqV+LW1xuW85clTSxjmNrQfjBx\nW30nve4jIiIiIiIiYpdVX5RQPnOGEKaPaj7iRKp5iP9W2+qmZYNOTgA+Dzwk6cFS9g1gNnCzpHOA\nJ4AzACQdQpXVan9gq6qU5ONsL5V0K9WGyVuAB6hW32zH9kZJs4D7S9FM2xvL8cXAjZKuAp4HvtDY\nXtJoqqxdq4HlZa7lGttzqSatbpS0lipr2A7ZwBrGskLSzcDKMuYLbL9V+tkP+FPg/27o//zS9jrg\ndKqJjc3Ab4HPlMmllvcoaS5wXXmVq+kzBu4CPkG1YfTr9ecg6cGS/QvgS8D3gBHAj8qHwcbt8J30\nso+IiIiIiIiI3Vk3b+48DSwtb0k9LulRqsmf+2lB7Re2ROyeNr/wWP6wIyJiSEYc9tFeDyEiInZj\nW95c13lX3t3EcyeemN9VO+ngn/yk7d9D2WLmUaq3l9ZRTeD8W9sranVOBs6yPa1sDfMA8CHbLbel\nGVQ2roiIiIiIiIiI+N0omcK/TLW1ySrg5vKW0cyyrzHl2ouSVgJLgP+n3UQPZGVP7KGysiciIoYq\nK3siImJn7Ekre57946zs2VmH/LT9yp53Slb2RERERERERETsQbrJxnW4pCWSVkpaIenCUj5K0iJJ\na8q/I0v50ZLulfSGpIsaYn21xHhY0nxJ+7Toc1qJu0bStFr5cElzJD0qabWk05u03VfSneX6Ckmz\na9f2lvQDSWslLZV0hKTJ2pa6/VVJj5TjeaXN10v9RyRNrsW6sNzHirIJdbP7kKSrS/tfl4xcbe+x\noX2rZ9wybkP7D0t6qNS7umSzGlLcNt9Jz/qIiIiIiIiIiB11fI1L0qHAobaXS/onwN8DpwH/Dtho\ne7akS4CRti+W9IfAPyt1Ntm+vMTpB35OlZnrt6qyXN1l+3sN/Y2iyuY1AXDp78O2N0n6S2CY7T+X\n9B5glO0XGtrvCxxve4mk4cBi4D/b/pGkLwH/0vb5ks4EPmX7M7W2PwEuKpmwkDSOKrX6ccBhwN9R\n5bf/34GbSvmbwN8C59te2zCWTwD/nir71PHAf7V9fLt7bGj/X1o846Zxm3x3vwS+AiylyoJ1dXkO\ng4rb4TvpWR+N91vXN7w/yw0jImJIfvvMz3o9hIiI2I3tddD795j/nM5rXDtvl32Ny/Z628vL8StU\nGwb1A1OAG0q1G6gmd7C9wfb9wOYm4fqAEap2m94XeKZJncnAItsby+THIuDkcu1s4Fuln62NEz2l\n/HXbS8rxm1Sp3keXy/Ux3wpM6rBKZApwk+03bD9OlS78OKrJnqWlry3APcD/2aL9PFfuAw4ok2ft\n7rGx/Q7PuE3ct5Xz/W3fV9K9z2toP5i4Tce7C/QREREREREREQ0GtWePpCOAY6lWWBxse3259Cxw\ncLu2ttcBlwNPAuuBl2z/uEnVfuCp2vnTQL+kA8r5LEnLJd0iqW2fpc0nqVb3bBe7TNK8BBzYJkTT\nsQAPAx+VdGBZSfQJ4PDS5/mSzu/QvlU5kuZKmlDKWz3jlu0bxv50izqDjduuvJd9bEfSeZKWSVq2\ndetrzapERERERERE7PH6uq0o6b3AD4Hptl+uL4ixbUltl3eVPVumAGOA3wC3SPqc7f8xiLGOBn5h\n+z9I+g9Uk0efb9FfH9UrWFfbfqzLPrpie5Wky4AfA68BDwJvlWvX7WTsc1uUd3zGQ+zvHYn7bvdR\n+pkDzIG8xhUREREREbGzvHWPeSPt905XK3sk7UU10fN927eV4ucGXh0q/27oEObjwOO2n7e9GbgN\n+Iik47Vtg+RTgXWUVTLF6FL2IvB6aQdwCzBe0rBa+5m1dnOANbavqpW9HbtMBr2vxG2l1Viwfb3t\nD9v+Y2AT8Ogg2reM26DVM+6m/Tq2vb7WWGewcduV97KPiIiIiIiIiGjQTTYuAdcDq2xfUbu0ABjI\nmDQNuL1DqCeBiaqyZQmYVGIutf2h8lkALAROkjSyrAY6CVhY9mu5AzixxJsErLT9Vq39jDLmb1JN\n5DRmyaqP+dPA3W6/Q/UC4ExVWbzGAGOBX5Y+/rD8+0+p9uv56xbtp5YMVBOpXl1b3+oeW7Rv9oxb\nxX1bOX9Z0sTyvKc2tB9M3FbfSa/7iIiIiIgIUupMAAAgAElEQVSIiIgG3bzGdQLVq1IPSXqwlH0D\nmA3cLOkc4AngDABJh1BlVdof2KoqLfk420sl3Uq1YfIW4AHKKzd1tjdKmgXcX4pm2t5Yji8GbpR0\nFfA88IXG9pJGA/8RWA0sL6+bXWN7LtWk1Y2S1gIbgTPb3bjtFaqyhq0sY77A9lvl8g8lHUi1EfUF\ntn9T+j+/tL2OKnPUJ6g2dn59YLzt7lHSXOA6VxnBmj7jVnFL+wdtf6icfgn4HjAC+FH5MNi4Hb6T\nXvYREREREREREQ06pl6P2B1lz56IiNgZSb8eERFDtSelXl//R/86v6t20qE/X7Jrpl6PiIiI+H2S\niZ6IiIjY3XWdjSsiIiIiIiIifn94a69HEEPVzQbNh0taImmlpBWSLizloyQtkrSm/DuylB8t6V5J\nb0i6qCHWV0uMhyXNl7RPiz6nlbhrJE2rlQ+XNEfSo5JWSzq9Sdt9Jd1Zrq+QNLt2bW9JP5C0VtJS\nSUdImlzL5vWqpEfK8TxJB5Z7f1XSNQ39fFjSQyXW1WXz4MaxTJH06xJvmaQ/6nSPDe1bPWOVPteW\n+ONbtG86xqHEbfOd9KyPiIiIiIiIiNhRN69xbQG+ZnscMBG4QNI44BJgse2xwOJyDtXGx18BLq8H\nkdRfyifYPgYYRpMNkiWNAi4FjgeOAy4dmCig2nh5g+2jgHHAPS3GfLnto4FjgRMknVLKzwE22T4S\nuBK4zPbCgWxeVBtLf7acTwX+EfgL4KImfVwLfJEqQ9dY4OQmdRYDHyyxzwbmdnGPda2e8Sm1fs8r\nY2mm1RgHFbfDeHvZR0REREREREQ06DjZY3u97eXl+BVgFdAPTAFuKNVuAE4rdTbYvp8qS1WjPmCE\npD5gX+CZJnUmA4tsb7S9CVjEth/3ZwPfKv1stf1Ck/G+bntJOX6TKvvX6HK5PuZbgUntVonYfs32\nz6kmfd4m6VBgf9v3ldTt8wbuv6H9q7XU7vsBA8ft7rGu6TMu5fNcuQ84oIyp2zEONm7T8e4CfURE\nREREREREg0Ft0CzpCKrVMkuBg22vL5eeBQ5u19b2OqrVPk8C64GXbP+4SdV+4Kna+dNAv6QDyvks\nScsl3SKpbZ+lzSepVpZsF9v2FuAl4MB2MVroL+Paboylz/NV0q+X809JWg3cSTVZtd04mrSfK2lC\nKW/1jFu272aMQ4jbrryXfUREREREREREg64neyS9F/ghMN32y/VrZcVF25Rs5ZWcKcAY4DBgP0mf\nG8RY+6hW6PzC9njgXhpeFWvorw+YD1xt+7FB9LNTbF9n+7ra+d+UV8pOA2Z10f5c28ualHd8xkPx\nTsV9t/sAkHRe2Rtp2datr73T3UVERERERETskrqa7JG0F9VEz/dt31aKnxt4daj8u6FDmI8Dj9t+\n3vZm4DbgI5KO17YNkk8F1gGH19qNLmUvAq+XdgC3AOMlDau1n1lrNwdYY/uqWtnbsctk0PtK3MFa\nx7ZXw+pjbMn2T4H3SzqI1vfYqNUz7qZ9uzEONm678l72sR3bc2xPsD3hPe/Zr1mViIiIiIiIiD1e\nN9m4BFwPrLJ9Re3SAmAgY9I04PYOoZ4EJqrKliVgUom5dGCDZNsLgIXASZJGltVAJwELy+qQO4AT\nS7xJwErbb9Xazyhj/ibVRM70hjHUx/xp4O7anjpdK68nvSxpYrmXqc3uX9KRtexU44G9qSaXmt5j\nk65aPeMFwNSS2Woi1Stx6+sNO4xxsHFbfSe97iMiIiIiIiLeIbby2clPr/R1UecE4PPAQ5IeLGXf\nAGYDN0s6B3gCOANA0iFUWa32B7ZKmg6Ms71U0q1UGyZvAR6gWn2zHdsbJc0C7i9FM21vLMcXAzdK\nugp4HvhCY3tJo6mydq0Glpe5lmtsz6WatLpR0lqqrGE7ZANrEu8fyr0Ml3QacJLtlcCXgO8BI4Af\nlQ8D+/WUV7lOp5rY2Az8FvhMmVxqeY+S5gLXlVe5mj5j4C7gE8BaqtVObz8HSQ+W7F+0GuNg43b4\nTnrZR0REREREREQ00BAWtkTs8vqG9+cPOyIihuS3z/ys10OIiIjd2F4Hvb93yzl+x9b9q4/ld9VO\n6r/37p78PQwqG1dEREREREREROzaMtkTEREREREREbEH6WaD5sMlLZG0UtIKSReW8lGSFklaU/4d\nWcqPlnSvpDckXdQQ66slxsOS5kvap0Wf00rcNZKm1cqHS5oj6VFJqyWd3qTtvpLuLNdXSJpdu7a3\npB9IWitpqaQjJE2uZfN6VdIj5XiepAPLvb8q6Zpu+mgynq+X/h6RNLlWfnIpWyvpkhZtdxhvp7gN\n7ceUdmtLnOFDjdtqvL3sIyIiIiIiIiJ21M3Kni3A12yPAyYCF0gaB1wCLLY9FlhczqHa+PgrwOX1\nIJL6S/kE28cAw2iyQbKkUcClwPHAccClAxNJVBsvb7B9FDAOuKfFmC+3fTRwLHCCpFNK+TnAJttH\nAlcCl9leOJDNi2pj6c+W86nAPwJ/AVw0iD7q9zKu3OMHgJOB76hKFT8M+DZwSrmPs0rdRjuMt13c\nJu0vA64s7TeVeIOO22G8vewjIiIiIiIi3iHems/Ofnql42SP7fW2l5fjV4BVQD8wBbihVLsBOK3U\n2WD7fmBzk3B9wAhJfcC+wDNN6kwGFtneaHsTsIhqUgDgbOBbpZ+ttl9oMt7XbS8px29SZf8aXS7X\nx3wrMElSy82SbL9m++dUkz7d9lE3BbjJ9hu2H6fKQHVc+ay1/Vhpf1Op26x9s/G2ivu2Uu9jpR3U\nvqMhxG063l2gj4iIiIiIiIhoMKg9e8qrOMcCS4GDba8vl54FDm7X1vY6qtU+TwLrgZds/7hJ1X7g\nqdr500C/pAPK+SxJyyXdIqltn6XNJ6lWHm0X2/YW4CXgwHYxOmnsQ9Kpkma2u5c25UiaKenUDuNt\n2b7mQOA3pV1jncHGbVXe6z4iIiIiIiIiokHXkz2S3gv8EJhu++X6NVf529umZCuvYk0BxgCHAftJ\n+twgxtpHtXrmF7bHA/fS8KpYQ399wHzgatuPDaKfrjXrw/YC2zOGGtP2DNsLfldj/H0i6TxJyyQt\n27r1tV4PJyIiIiIiIqInuprskbQX1UTP923fVoqfk3RouX4osKFDmI8Dj9t+3vZm4DbgI5KO17YN\nkk8F1gGH19qNLmUvAq+XdgC3AOPLfi8D7WfW2s0B1ti+qlb2duwyUfO+EneomvVR1+peWpW3bN8w\n3m7avwgcUNo11hls3HbfSS/72I7tObYn2J7wnvfs16xKRERERERExB6vm2xcAq4HVtm+onZpATCQ\nKWsacHuHUE8CE1VlshIwqcRcOrBBclnRshA4SdLIshroJGBhWT10B3BiiTcJWGn7rVr7GWXM36Sa\nXJjeMIb6mD8N3F3iDlqbPhr7O7NkphoDjAV+CdwPjC1ZpoZTbVjcbDVPq/G2ivu2Um9JaQfbf0eD\njdt0vLtAHxERERERERHRoK9zFU4APg88JOnBUvYNYDZws6RzgCeAMwAkHUKV1Wp/YKuk6cA420sl\n3Uq1mfEW4AGqlTHbsb1R0iyqH/8AM21vLMcXAzdKugp4HvhCY3tJo6mydq0Glpf9l6+xPZdq0upG\nSWupsobtkA2sSbx/KPcyXNJpVJNPL7fqo6xOmlBex1oh6WZgZbnnC2y/VeJ+mWpiaxjwXdsrSvlM\nYFmZ+Go63g5x7wLOtf1MeV43lYmpB0o8hhi36Xh73EdERERERES8Q7y1ZT6j2MVpiAtbInZpfcP7\n84cdERFD8ttnftbrIURExG5sr4Pev8fMkDz1f0zK76qddPj9i3vy9zCobFwREREREREREbFry2RP\nRERERERERMQepJsNmg+XtETSSkkrJF1YykdJWiRpTfl3ZCk/WtK9kt6QdFFDrK+WGA9Lmi9pnxZ9\nTitx10iaVisfLmmOpEclrZZ0epO2+0q6s1xfIWl27drekn4gaa2kpZKOkDS5ls3rVUmPlON5kg4s\n9/6qpGsa+vlbSb8qfVwnaViTsUyR9OsSb5mkP+p0jw3tWz1jSbq63MevJY1v0f7Dkh4q9a5W2Vxo\nKHHbfCc96yMiIiIiIiIidtTNyp4twNdsjwMmAhdIGgdcAiy2PRZYXM6h2oz3K8Dl9SCS+kv5BNvH\nUG3Cu8MGyZJGAZcCxwPHAZcOTBRQbYq8wfZRwDjgnhZjvtz20cCxwAmSTinl5wCbbB8JXAlcZnvh\nQDYvqo2lP1vOpwL/CPwFcFGTPs6w/UHgGOAPgP+rSZ3FwAdL7LOBuV3cY12rZ3wKVRarscB5wLUt\nnsO1wBdrdU8eStwO4+1lHxERERERERHRoONkj+31tpeX41eAVUA/MAW4oVS7ATit1Nlg+35gc5Nw\nfcAISX3AvsAzTepMBhbZ3mh7E7CIbT/uzwa+VfrZavuFJuN93faScvwmVfav0eVyfcy3ApParRKx\n/Zrtn1NN+jRee7l2T8OBHTausv1qLbX7frU67e6xrukzLuXzXLkPOEDSofWG5Xx/2/eVMcxraD+Y\nuE3Huwv0ERERERERERENBrVnj6QjqFbLLAUOtr2+XHoWOLhdW9vrqFb7PAmsB16y/eMmVfuBp2rn\nTwP9kg4o57MkLZd0i6S2fZY2n6RaWbJdbNtbgJeAA9vF6BB/IbABeIVq8ghJ50s6v1bnU5JWA3dS\nTVa1vMdSf66kCaW81TNu2b6mv5Q3qzPYuO3Ke9lHREREREREvEPsfHb20ytdT/ZIei/wQ2B6bVUL\nAGXFRdvbKK/kTAHGAIcB+0n63CDG2ke1QucXtscD99LwqlhDf33AfOBq248Nop+u2Z4MHArsDXys\nlF1n+7panb8pr5SdBszqIua5tpc1Ke/4jIfinYr7bvcBIOm8sjfSsq1bX3unu4uIiIiIiIjYJfV1\nU0nSXlQTPd+3fVspfk7SobbXl1dtNnQI83HgcdvPl5i3AR+RtAb4q1JnBrAOOLHWbjTwE+BF4HVg\noP9bgHPKxsh/X8oW2J5RjucAa2xfVYu1DjgceLpMBr2vxB0y2/8o6XaqiaxFber9VNL7JR1E63ts\n1OoZD9xHvf26hrbr2Pb6WmOdwcZtNd5e97Ed23Oovnc2v/BYD+dQIyJidzbisI/2eggREbEb2/Jm\n058rEe+qbrJxCbgeWGX7itqlBcBAxqRpwO0dQj0JTFSVLUvApBJz6cAGybYXAAuBkySNLKuBTgIW\nltUhd7BtQmASsNL2W7X2M8qYv0k1kTO9YQz1MX8auLu2p07XJL13YI+cMmn0Z8DqJvWOrGWnGk+1\nAujFVvfYpKtWz3gBMLVktppI9Urc+nrDcv6ypIllDFMb2g8mbqvvpNd9RERERERERESDblb2nAB8\nHnhI0oOl7BvAbOBmSecATwBnAEg6hCqr1f7AVknTgXG2l0q6lWrD5C3AA5RVGHW2N0qaBdxfimba\n3liOLwZulHQV8Dzwhcb2kkZTZe1aDSwvcy3X2J5LNWl1o6S1VFnDdsgG1iTeP5R7GS7pNKpJiBeB\nBZL2ppowWwJcV+qfX+7jOuB0qomNzcBvgc+UyaWW9yhpLnBdeZWr6TMG7gI+AaylWu309nOQ9GDJ\n/gXwJeB7wAjgR+XDYON2+E562UdERERERERENNAQFrZE7PLyGldERAxVXuOKiIidseXNdS0zPu9u\nnpwwKb+rdtI/Xba4J38PXe3ZExERERERERG/X7x1j5m3+r0zqNTrERERERERERGxa+tmg+bDJS2R\ntFLSCkkXlvJRkhZJWlP+HVnKj5Z0r6Q3JF3UEOurJcbDkuZL2qdFn9NK3DWSptXKh0uaI+lRSasl\nnd6k7b6S7izXV0iaXbu2t6QfSForaamkIyRNlvRg+bwq6ZFyPE/SgeXeX5V0TUM/P6nVfVDSH7a4\nl6+X/h6RNLlWfnIpWyvpkhZtdxhvp7gN7ceUdmtLnOFDjdtqvL3sIyIiIiIiIiJ21M3Kni3A12yP\nAyYCF0gaB1wCLLY9FlhczqHa+PgrwOX1IJL6S/kE28cAw2iyQbKkUcClwPHAccClAxNJVBsvb7B9\nFDAOuKfFmC+3fTRwLHCCpFNK+TnAJttHAlcCl9leOJDNi2pj6c+W86nAPwJ/AVzUpA9qdT9ke4fU\n8+U5nQl8ADgZ+I6kYarSxX8bOKXcx1mlbqMdxtsubpP2lwFXlvabSrxBx+0w3l72EREREREREREN\nOu7ZU1Jfry/Hr0haBfQDU9iWBv0G4CfAxWXSY4OkP2vR3whV2an2BZ5pUmcysKiWnWoR1aTAfOBs\n4Ogylq3AC03G+zpVdixsvylpOTC6XJ4C/KdyfCtwjSS1Sr9u+zXg55KObHa9C1OAm2y/ATyuKgvY\nceXaWtuPlXu8qdRd2aT9DuNtE/fegYal3seAf1uKbiixrh1C3KbjLX8LveyjpWyuGRERQ/XbZ37W\n6yFERERE7JRB7dlTXsU5FlgKHFwmggCeBQ5u19b2OqrVPk9STR69ZPvHTar2A0/Vzp8G+iUdUM5n\nSVou6RZJbfssbT5JtfJou9i2twAvAQe2i9HBfy+vcP1FmchA0qmSZra7lzblSJop6dQO423ZvuZA\n4DelXWOdwcZtVd7rPiIiIiIiIiKiQdeTPZLeC/wQmG775fq1sjKmbUq28irWFGAMcBiwn6TPDWKs\nfVQrdH5hezzVKpbLW1WW1Ee1GujqgdUiv2Oftf0vgI+Wz+cBbC+wPWOoQW3PsL3gdzTG3yuSzpO0\nTNKyrVtf6/VwIiIiIiIiInqiq8keSXtRTfR83/Ztpfg5SYeW64cCO+xZ0+DjwOO2n7e9GbgN+Iik\n47Vtk+NTgXXA4bV2o0vZi8DrpR3ALcD4st/LQPuZtXZzgDW2r6qVvR27TAa9r8QdtLJSCduvAH/N\ntleR6lrdS6vylu0bxttN+xeBA0q7xjqDjdvuO+llH9uxPcf2BNsT3vOe/ZpViYiIiIiIiC55q/LZ\nyU+vdJONS8D1wCrbV9QuLQAGMmVNA27vEOpJYKKqbFkCJpWYS2ubHC8AFgInSRpZVgOdBCwsq4fu\nYNs+QZOAlbbfqrWfUcb8TarJhekNY6iP+dPA3a3262lHUp+kg8rxXsC/AR5uUnUBcGbJTDUGGAv8\nErgfGFuyTA2n2rC42WqeVuNtFfdtpd6S0g62/44GG7fpeHeBPiIiIiIiIiKiQccNmoETqF5RekjS\ng6XsG8Bs4GZJ5wBPAGcASDqEKqvV/sBWSdOBcbaXSroVWE6V4esBqtU327G9UdIsqh//ADMHNmsG\nLgZulHQV8Dzwhcb2kkZTZe1aDSwvW+lcY3su1aTVjWVT4I00yQbWJN4/lHsZLuk0qsmnJ4CFZaJn\nGPB3wH8r9U+lyjg2w/YKSTdTbby8BbjA9lul3pepJraGAd+1vaKUzwSWlYmvpuPtEPcu4Fzbz5Tn\ndVOZ/HqgxGOIcZuOt8d9REREREREREQDDWFhS8Qur294f/6wIyJiSJKNKyIidsZeB72/d+/u/I79\nw4f+NL+rdtIRDy7qyd/DoLJxRURERERERETEri2TPRERERERERERe5Bu9uyJiIiIiIiIiN8z2fVl\n99VNNq7DJS2RtFLSCkkXlvJRkhZJWlP+HVnKj5Z0r6Q3JF3UEOurJcbDkuZL2qdFn9NK3DWSptXK\nh0uaI+lRSaslnd6k7b6S7izXV0iaXbu2t6QfSForaamkIyRNrqVuf1XSI+V4nqQDy72/Kumahn66\nGctxtdi/kvSp2rWTS19rJV3S4jnsMN7ata+X8kckTW7Rfkxpt7bEGT7UuK3G28s+IiIiIiIiImJH\nHTdolnQocKjt5ZL+CfD3wGnAvwM22p5dfpiPtH2xpD8E/lmps8n25SVOP/Bzqsxcvy0Zme6y/b2G\n/kZRZfOaALj092HbmyT9JTDM9p9Leg8wyvYLDe33BY63vaRMCiwG/rPtH0n6EvAvbZ8v6UzgU7Y/\nU2v7E+Ai28vK+X7AscAxwDG2v1yr2+1Y3rS9pTzHXwGHlft6FPhT4GmqzGNn2V7Z0L7peCWNA+YD\nx5V4fwccNZDVqtb+ZuA22zdJug74le1rBxu3hGs63l72QRubX3gsc9ARETEkIw77aK+HEBERu7Et\nb67bYzZofvyD2aB5Z4351S66QbPt9baXl+NXgFVAP/8/e3cfbVV15vn++4tHVPQqaLp8OXgj6WBz\nj+ZWpAjSmsqwxQJNDcFq7ZTeUokv5bVjOiExGWqqGytoj2BfbrQdJjEMrFFqJxhRcz0OrUJCqHSq\nNSdSaERelFNiUCBBhfgSUwry3D/Ws3Wx2K+H4Eby+4yxB2vNNeczn7X2+YM9x1xzwjTg9qx2O8Xg\nDhGxKSIeA7bWCdcDHCCpBxgObKhTZwqwKCI2R8QWYBFwel67GPh69rO9OriS5W9ExJI8fotiq/dR\nebmc8z3AJEkNH3xE/CYi/hH4lzqX281lW57uTzHIA8VAx2BEPJs53pW5VTXKdxpwV0S8GRFrgcGM\n+Y6sd2q2g9J3NIS4dfPdA/owMzMzMzMzs4qOFmjOV3FOAAaAwyNiY176JXB4s7YRsR6YA6wDNgKv\nRMTDdar2As+Xzl8AeiWNyPPrJC2TtEBS0z6zzZkUs3t2iJ2DMK8AhzWL0SRu3VwkTZU0q1T3REkr\ngOXA5dlv3XvM+rMkTW2Rb8P2JYcBvy4NNpXrdBq3UXm3+9iBpMskLZW0dN4d8+tVMTMzMzMzM9vr\ntT3YI+kg4F5gRkS8Wr4WxbtgTad3qVjTZxowmuL1nQMlnd9Brj0UM3QeiYhxwKMUg0eN+uuheF3o\n5oh4toN+dimXiOiPiJm1ihExEBHHAR8HrlGDdYpK9WdGRP/vON/fCxExNyLGR8T4Sy88r9vpmJmZ\nmZmZmXVFW4M9kvalGOj5bkTcl8W/ynVoauv6bGoR5jRgbUS8GBFbgfuAk3LmS20R46nAeuDoUrtR\nWfYy8Ea2A1gAjJO0T6n9rFK7ucCaiLipVPZO7BwMOiTjdqpuLs0aRMQq4HWK9X8a3WNVo3zbaf8y\nMCLbVet0GrfZd9LNPszMzMzMzGw3ie3yZxc/3dLOblwCbgNWRcQ3Spf6gdpOWdOB+1uEWgdMVLFb\nloBJGXMgIj6Wn35gITBZ0sicDTQZWJizhx4ATsl4k4CVEfF2qf3MzPl6isGFGZUcyjmfA/woWq1Q\nXUejXKr1chepnjz+EDAWeI5i8eExeX0YcG7mVtUo337g3NzxajQwBvhZnRyXZDvY8TvqNG7dfPeA\nPszMzMzMzMysoqd1FU4GLgCWS3oiy74KzAbulnQJ8Avg0wCSjqDYTetgYLukGRQ7cA1IuodiweRt\nwOMUs292EBGbJV1H8eMfYFZEbM7jq4A7Jd0EvAhcVG0vaRTwV8BqYFmuv3xLRMyjGLS6U9IgsJli\nQKEpSc/lvQyTdBYwOXfNqptLzk4anwNPnwCulrQV2A58traQs6TPUQxs7QP8TUSsyPJZwNIc+Kqb\nb0SsyB2qVuazvKK2E5ekh4BLI2JD5nhXDn49nvEYYty6+Xa5DzMzMzMzMzOraLn1utn7kbdeNzOz\nofLW62Zmtiv2pq3Xn/3oZP+u2kUfXv7wnrn1upmZmZmZmZmZvX94sMfMzMzMzMzMbC/SzgLNR0ta\nImmlpBWSvpDlh0paJGlN/jsyy8dKelTSm5K+XIn1xYzxlKT5jbYhlzQ9466RNL1UPkzSXEnPSFot\n6ew6bYdLejCvr5A0u3RtP0nflzQoaUDSMZKmlHbzel3S03l8h6TD8t5fl3RLpZ/zJC2X9KSkv5f0\nwTq5SNLN2d+TksaVrtW9x0r7Rs+4YdxK+z/KHAezvoYat8l30rU+zMzMzMzMzGxn7czs2QZcGRF9\nwETgCkl9wNXA4ogYAyzOcygW4/08MKccRFJvlo+PiOMpFuHdaYFkSYcC1wInAhOAa2sDBRQLL2+K\niGOBPuDHDXKeExFjgROAkyWdkeWXAFsi4iPAjcANEbGwtpsXxcLSf5HnFwL/AvwXoDpo1QP8d+Df\nRcT/CTwJfK5OHmdQ7DY1BrgM+HYb91jW6BnXjVvHt4G/LNU9fShxW+TbzT7MzMzMzMxsN4mQP7v4\n6ZaWgz0RsTEiluXxa8AqoBeYBtye1W4Hzso6myLiMWBrnXA9wAE5WDIc2FCnzhRgUURsjogtwCLe\n/XF/MfD17Gd7bWerSr5vRMSSPH6LYvevUXm5nPM9wKRms0Qi4jcR8Y8Ugz5lys+B2f7gBvcyDbgj\nCj8FRkg6ssU9Vtvv9IybxH03weL84Ij4aW5ffkelfSdx6+a7B/RhZmZmZmZmZhUdrdkj6RiK2TID\nwOERsTEv/RI4vFnbiFhPMdtnHbAReCUiHq5TtRd4vnT+AtAraUSeXydpmaQFkpr2mW3OpJhZskPs\niNgGvAIc1ixGg3vZCvxHYDnFIE8fuR24pMslXd7sXpqUI2mepPFZ3ugZN2xf0pvl9ep0GrdZeTf7\nMDMzMzMzM7OKtgd7JB0E3AvMiIhXy9dyxkXTLdnylZxpwGjgKIpZMed3kGsPxQydRyJiHPAolVfF\nKv31APOBmyPi2Q76aUnSvhSDPSdQ3MuTwDUAEXFrRNw61NgRcWlELK1T3vIZD7G/3RL3ve4DQNJl\nkpZKWjrvjvm7uzszMzMzMzOzPVJPO5VycONe4LsRcV8W/0rSkRGxMV+12dQizGnA2oh4MWPeB5wk\naQ3wnawzE1gPnFJqNwr4B+Bl4A2g1v8C4BJJ+wD/lGX9ETEzj+cCayLiplKs9cDRwAs5GHRIxu3U\nxwAi4p/zXu7m3TVpymr9le9lPY3vsarRM24Ut9r3qAZ1Oo3bKN9u97GDiJhL8b3TM6w3/tPV36pX\nzczMrKnfbvhJt1MwMzMz2yXt7MYlileUVkXEN0qX+oHajknTgftbhFoHTFSxW5aASRlzoLZAckT0\nAwuByZJG5mygycDCnB3yAO8OCEwCVrjGWF4AACAASURBVEbE26X2MzPn6ykGcmZUcijnfA7wo4zb\nqfVAn6R/led/QrGWUVU/cGHuQDWR4tW1jY3usUH7es+4Udx35Pmrkibm876w0r6TuI2+k273YWZm\nZmZmZmYV7czsORm4AFgu6Yks+yowG7hb0iXAL4BPA0g6gmJXq4OB7ZJmAH0RMSDpHooFk7cBj5Oz\nMMoiYrOk64DHsmhWRGzO46uAOyXdBLwIXFRtL2kUxa5dq4Fluf7yLRExj2LQ6k5JgxS7hu20G1id\neM/lvQyTdBYwOSJWSvoa8D8lbc37/0zWvzzv41bgIeBTwCDFrKSLWt2jpHnArfkqV91n3Chutn8i\ndxYD+Czwt8ABwN/lh07jtvhOutmHmZmZmZmZ7SaxvdsZ2FBpaBNbzPZsPcN6/YdtZmZD4te4zMxs\nV+z7wQ93b7/t37HBvin+XbWLPrJyYVf+HjrajcvMzMzMzMzMzPZsHuwxMzMzMzMzM9uLtLNA89GS\nlkhaKWmFpC9k+aGSFklak/+OzPKxkh6V9KakL1difTFjPCVpvqT9G/Q5PeOukTS9VD5M0lxJz0ha\nLensOm2HS3owr6+QNLt0bT9J35c0KGlA0jGSpkh6Ij+vS3o6j++QdFje++uSbqn08+eSnsw+bmhw\nHxNKsX8u6c9K107PvgYl1dvJq26+pWvXZPnTkqY0aD862w1mnGFDjdso3272YWZmZmZmZmY7a2dm\nzzbgyojoAyYCV0jqo9hqfHFEjAEW8+7W45uBzwNzykEk9Wb5+Ig4HtiHOgskSzoUuBY4EZgAXFsb\nSKJYeHlTRBwL9AE/bpDznIgYC5wAnCzpjCy/BNgSER8BbgRuiIiFtd28KBaW/os8vxD4F+C/ANVB\nq8OA/weYFBHHAUdImlQnj6fyfj8GnA58R1KPiu3ivwmckfdxXj7Tqp3yzf778tkdl3G/lTGrbgBu\nzPZbMl7HcVvk280+zMzMzMzMzKyi5WBPRGyMiGV5/BrFFuO9wDTg9qx2O3BW1tkUEY8BW+uE6wEO\nkNQDDAc21KkzBVgUEZsjYguwiGJQAOBi4OvZz/aIeKlOvm9ExJI8foti969Rebmc8z3AJEkNF0uK\niN9ExD9SDPqUfRhYExEv5vkPgZ1mGWUu2/J0f6C2uNUEYDAins0c78rcqhrlOw24KyLejIi1FDtb\nTSg3zHqnZjsofUdDiFs33z2gDzMzMzMzM9tNtof82cVPt3S0Zk++inMCMAAcHhEb89IvgcObtY2I\n9RSzfdYBG4FXIuLhOlV7gedL5y8AvZJG5Pl1kpZJWiCpaZ/Z5kyKmUc7xM5BmFeAw5rFaGAQ+Df5\nGlgPxeDD0dnnVEmzSjmcKGkFsBy4PPute49Zf5akqS3ybdi+5DDg16XBpnKdTuM2Ku92H2ZmZmZm\nZmZW0fZgj6SDgHuBGRHxavlaFPu3N92SLV/FmgaMBo4CDpR0fge59lDM0HkkIsYBj1J5VazSXw8w\nH7g5Ip7toJ+WcsbRfwS+D/wEeA54O6/1R8TMUt2BfNXr48A1arBOUan+zIjo/13m+/tC0mWSlkpa\nun37b7qdjpmZmZmZmVlXtDXYI2lfioGe70bEfVn8K0lH5vUjgU0twpwGrI2IFyNiK3AfcFLOfKkt\nYjwVWE/Okkmjsuxl4I1sB7AAGJfrvdTazyq1m0vxqtVNpbJ3Yudg0CEZt2MR8UBEnBgR/xZ4Gnim\nRf1VwOvA8U3usapRvu20fxkYke2qdTqN2+w76WYfO4iIuRExPiLGf+ADB9arYmZmZmZmZrbXa2c3\nLgG3Aasi4hulS/1Abaes6cD9LUKtAyaq2C1LwKSMOVBbIDlntCwEJksambOBJgMLc/bQA8ApGW8S\nsDIi3i61n5k5X08xuDCjkkM553OAH2Xcjkn6g/x3JPBZYF6dOqNrgxSSPgSMpZgF9BgwJq8Po1iw\nuN5snkb59gPn5o5Xo4ExwM/KDbPekmwHO35Hncatm+8e0IeZmZmZmZmZVfS0rsLJwAXAcklPZNlX\ngdnA3ZIuAX4BfBpA0hEUu1odDGyXNAPoi4gBSfdQLJi8DXicYvbNDiJis6TrKH78A8yKiM15fBVw\np6SbgBeBi6rtJY2i2LVrNbAs11++JSLmUQxa3SlpkGLXsJ12A6sT77m8l2GSzgImR8RK4L9L+sNS\njs9k/akUO3DNBD4BXC1pK7Ad+GxtUWlJn6MY2NoH+JuIWJHls4ClOfBVN9+IWCHpbmBlPssrIuLt\nbP8QcGlEbMjndVcOfj2e8Rhi3Lr5drkPMzMzMzMzM6vQECe2mO3Reob1+g/bzMyG5LcbftLtFMzM\n7H1s3w9+uHtbMP2OPfN/nO7fVbvo2FV/35W/h3Zm9piZmZmZmZnZ75no4tbhtms62nrdzMzMzMzM\nzMz2bO0s0Hy0pCWSVkpaIekLWX6opEWS1uS/I7N8rKRHJb0p6cuVWF/MGE9Jmt9oG3JJ0zPuGknT\nS+XDJM2V9Iyk1ZLOrtN2uKQH8/oKSbNL1/aT9H1Jg5IGJB0jaUppN6/XJT2dx3dI+hNJ/yRpef57\nainWf5X0vKTXWzy/a7K/pyVNKZWfnmWDkq5u0HanfFvFrbQfne0GM86wocZtlG83+zAzMzMzMzOz\nnbUzs2cbcGVE9AETgSsk9QFXA4sjYgywOM+hWIz388CcchBJvVk+PiKOp1iEd6cFkiUdClwLnAhM\nAK6tDSRRLLy8KSKOBfqAHzfIeU5EjAVOAE6WdEaWXwJsiYiPADcCN0TEwtpuXhQLS/9Fnl8IvASc\nGREfpdgF6s5SHw9kfg3lczoXOA44HfiWiq3i9wG+CZyR93Fe1q3aKd9mceu0vwG4MdtvyXgdx22R\nbzf7MDMzMzMzM7OKloM9EbExIpbl8WvAKqAXmAbcntVuB87KOpsi4jFga51wPcABKrYjHw5sqFNn\nCrAoIjZHxBZgEcWgAMDFwNezn+21na0q+b4REUvy+C2K3b9G5eVyzvcAkyQ1fAkxIh7PXa0AVmTu\n++W1n0bExkZtS/3dFRFvRsRaYJBigGgCMBgRz2aOd2Xdeu3r5dso7juy3qnZDkrf0RDi1s13D+jD\nzMzMzMzMzCo6WrMnX8U5ARgADi8NdvwSOLxZ24hYTzHbZx2wEXglIh6uU7UXeL50/gLQK2lEnl8n\naZmkBZKa9pltzqSYebRD7IjYBrwCHNYsRsnZwLKIeLNFn1NVbJ/e8F6alCNplort25vl27B9yWHA\nr7NdtU6ncRuVd7sPMzMzMzMzM6toezcuSQcB9wIzIuLV8oSYiAhJTbdky1expgGjgV8DCySdHxH/\no4NcRwGPRMSXJH2JYvDoggb99QDzgZsj4tk2+2iU+3EUrxJNblU3IvqB/qH2FREzh9r2952ky4DL\nALTPIXzgAwd2OSMzMzMzM7P3r9ju3bjer9qa2SNpX4qBnu9GxH1Z/CtJR+b1I4FNLcKcBqyNiBcj\nYitwH3CSpBP17gLJU4H1wNGldqOy7GXgjWwHsAAYl+u91NrPKrWbC6yJiJtKZe/EzsGgQzJus3sf\nBfwAuDAi/rnFPVY1updG5Q3bV/Jtp/3LwIhsV63Tadxm30k3+9hBRMyNiPERMd4DPWZmZmZmZvb7\nqp3duATcBqyKiG+ULvVTLFpM/nt/i1DrgIkqdssSMCljDtQWSM5ZMQuByZJG5mygycDCiAiKRZFP\nyXiTgJUR8Xap/czM+XqKwYUZlRzKOZ8D/CjjNrr3EcCDwNUR8b9a3F89/cC5uTPVaGAM8DPgMWBM\n7jI1jGLB4nqzgRrl2yjuO7LekmwHO35Hncatm+8e0IeZmZmZmZmZVbQzs+dkilelTi3NoPkUMBv4\nE0lrKGbtzAaQdISkF4AvAf9Z0guSDo6IAYpFdpcBy7PvudXOImIzcB3Fj//HgFlZBnAV8NeSnsyc\nrqy2z5k4f0Wxo9OyzPfSvHwbcJikwcyv7pbnJZ8DPgLMLN37H2Q//y3vc3je419n+Ttr9kTECuBu\nYCXw98AVOTi1LWMvpFjw+u6sW12zp26+jeJm+4ckHVV6Xl/K9odlvI7jNsu3y32YmZmZmZmZWYWa\nTGwxe9/qGdbrP2wzMxuS3274SbdTMDOz97F9P/jhvWahm9XHfsq/q3bR2Gce6srfQ0e7cZmZmZmZ\nmZmZ2Z7Ngz1mZmZmZmZmZnuRdhZoPlrSEkkrJa2Q9IUsP1TSIklr8t+RWT5W0qOS3pT05UqsL2aM\npyTNl7R/gz6nZ9w1kqaXyodJmivpGUmrJZ1dp+1wSQ/m9RWSZpeu7Sfp+5IGJQ1IOkbSlNJ6PK9L\nejqP75D0J5L+SdLy/PfUVn1UcplQiv1zSX9WunZ69jUoqe7aQfXyLV27JsufljSlQfvR2W4w4wwb\natxG+XazDzMzMzMzM9t9IvzZ1U+3tDOzZxtwZUT0AROBKyT1USy4uzgixgCLeXex483A54E55SCS\nerN8fEQcD+xDseMSlXqHAtcCJwITgGtrA0kUCy9viohjKRZg/nGDnOdExFjgBOBkSWdk+SXAloj4\nCHAjcENELKzt5gUsBf4izy8EXgLOjIiPUuwCdWcbfZQ9lff7MeB04DuSeiTtA3wTOCPv47x8plU7\n5ZvPqC+f3XEZ91sZs+oG4MZsvyXjdRy3Rb7d7MPMzMzMzMzMKnpaVYiIjcDGPH5N0iqgF5jGu9ug\n3w78A3BVRGwCNkn60wb9HSBpKzAc2FCnzhRgUW0HLkmLKAYF5gMXA2Mzl+0UgzHVfN+g2KqbiHhL\n0jJgVF6eBvx1Ht8D3CJJjbZfj4jHS6crMvf9WvRRzaVmf6DWzwRgMCKezXu8K3NbWQlRN98svysi\n3gTWqtilagLwaK1h1jsV+L+y6PaM9e0hxKVevvm30M0+GvLimmZmNlQHHPXH3U7BzMzex7a9tb7b\nKZh1tmZPvopzAjAAHJ4DQQC/BA5v1jYi1lPM9llHMXj0SkQ8XKdqL/B86fwFoFfSiDy/TtIySQsk\nNe0z25xJMfNoh9i51fcrFFt5t+NsYFkOUjTsQ6Wt1/P8REkrKLabvzz7rXuPWb+89XqjfBu2LzkM\n+HW2q9bpNG6j8m73YWZmZmZmZmYVbQ/2SDoIuBeYERGvlq/lzJimb6Plq1jTgNHAUcCBks7vINce\nitkzj0TEOIpZLHMaVZbUQzEb6ObabJGhknQcxatE/3erPiKiPyJm1upExEBEHAd8HLhGDdYpKtWf\nGRH9u5Lv7ytJl0laKmnpvDvmdzsdMzMzMzMzs65oa7BH0r4UAz3fjYj7svhXko7M60cCm1qEOQ1Y\nGxEvRsRW4D7gpJz5UlvEeCqwHji61G5Ulr0MvJHtABYA43K9l1r7WaV2c4E1EXFTqeyd2DlQc0jG\nbXbvo4AfABdGxD9XLtfro66IWAW8Dhzf5B6rGuXbTvuXgRHZrlqn07jNvpNu9rGDiJgbEeMjYvyl\nF55Xr4qZmZmZmZnZXq+d3bgE3AasiohvlC71UyxaTP57f4tQ64CJKnayEjApYw7UFkjOGS0LgcmS\nRuZsoMnAwpw99ADvrhM0CVgZEW+X2s/MnK+nGFyYUcmhnPM5wI8ardeTcUYADwJXR8T/qlxr1Ee5\nzujaIIWkD1GsN/Qc8BgwJq8Po1iwuN5snkb59gPn5o5Xo4ExwM/KDbPekmwHO35Hncatm+8e0IeZ\nmZmZmZntJrFd/uzip1taLtAMnAxcACyX9ESWfRWYDdwt6RLgF8CnASQdQbGr1cHAdkkzgL6IGJB0\nD7CMYoevxylmxuwgIjZLuo7ixz/ArNpizcBVwJ2SbgJeBC6qts+ZOH8FrAaWFeNK3BIR8ygGre7M\nRYE3U2c3sIrPAR8BZkqqvZo1GRjWqI+cnTQ+B54+AVydC1JvBz4bES9lnp+jGNjaB/ibiFiR5bOA\npTnwVTffiFgh6W6KBZ23AVdExNvZ/iHg0ojYkM/rrhyYejzjMcS4dfPtch9mZmZmZmZmVqEmE1vM\n3re2vvSs/7DNzGxIvBuXmZntim1vre/edI7fsZX/+k/9u2oX9f3zg135e+hoNy4zMzMzMzMzM9uz\nebDHzMzMzMzMzGwv4sEeMzMzMzMzM7O9SDu7cR0taYmklZJWSPpClh8qaZGkNfnvyCwfK+lRSW9K\n+nIl1hczxlOS5kvav0Gf0zPuGknTS+XDJM2V9Iyk1ZLOrtN2uKQH8/oKSbNL1z4paZmkbZLOybKP\nlrZu3yxpbR7/sEUufyRpuaRBSTfnDmPVXJTXBiU9KWlcq3ustG/0jBvGrbSvm+NQ4nb6HN6LPszM\nzMzMzGz32R7yZxc/3dLOzJ5twJUR0QdMBK6Q1AdcDSyOiDHA4jyHYuelzwNzykEk9Wb5+Ig4nmLH\npZ12w5J0KHAtcCIwAbi2NlBAsQPWpog4FugDftwg5zkRMRY4AThZ0hlZvg74DPC9WsWIWF7bup1i\nW/Cv5PlpLXL5NvCXFFuHjwFOr5PHGaXrl2WbVvdY1ugZ141bR6McO4o7xOfwXvRhZmZmZmZmZhUt\nB3siYmNELMvj14BVQC8wDbg9q90OnJV1NkXEY8DWOuF6gAMk9QDDgQ116kwBFkXE5ojYAizi3R/3\nFwNfz36217Yxr+T7RkQsyeO3KLZ6H5Xnz0XEkxTboLejbi6SjgQOjoifRrGd2R21+6+YBtwRhZ8C\nI7Jts3ustt/pGTeJ+44WOXYadyjP4b3ow8zMzMzMzMwqOlqzR9IxFLNlBoDDI2JjXvolcHizthGx\nnmK2zzpgI/BKRDxcp2ov8Hzp/AWgV9KIPL8uX8VaIKlpn9nmTIqZJUNRN5f8vFCnHEmXS7q8jfb1\nypE0T9L4LG/0jBu2r+ReN8chxO34ObxHfexA0mWSlkpaOu+O+fWqmJmZmZmZme31etqtKOkg4F5g\nRkS8Wl42JSJCUrRoP5JiVsdo4NfAAknnR8T/6CDXUcAjEfElSV+iGDy6oEF/PcB84OaIeLbNPnZZ\nRNy6i+0vbVDe8hkPsb/dEve97iP7mQvMBdj60rO7vT8zMzMzMzOzPVFbM3sk7Usx0PPdiLgvi39V\ne3Uo/93UIsxpwNqIeDEitgL3ASdJOlHvLpA8FVgPHF1qNyrLXgbeyHYAC4BxkvYptZ9VajcXWBMR\nN7Vzjw00ymV9HlfLO2lfr7yq0TNup32zHDuNO5Tn8F70YWZmZmZmZmYV7ezGJeA2YFVEfKN0qR+o\n7Zg0Hbi/Rah1wEQVu2UJmJQxB2oLJEdEP7AQmCxpZM4GmgwszPVaHgBOyXiTgJUR8Xap/czM+Xrg\nEGBGyyfQXKNcNgKvSpqY93Jhg/vvBy7MHagmUry6trFR3Abt6z3jRnHf0SLHTuMO5Tm8F32YmZmZ\nmZmZWUU7r3GdTPGq1HJJT2TZV4HZwN2SLgF+AXwaQNIRwFLgYGC7pBlAX0QMSLqHYsHkbcDj5Cs3\nZRGxWdJ1wGNZNCsiNufxVcCdkm4CXgQuqraXNIpi167VwLJ83eyWiJgn6ePAD4CRwJmSvhYRxzW6\n8Ra5fBb4W+AA4O/yQ229nnyd6yHgU8Agxayki1rFlTQPuDUiljZ6xo3iZvsncmexhjl2Gncoz+E9\n6sPMzMzMzMx2k+ji1uG2a1RMmDHbu3jNHjMzG6oDjvrjbqdgZmbvY9veWr/XjJAsH32mf1ftoo+u\nfaArfw8d7cZlZmZmZmZmZmZ7Ng/2mJmZmZmZmZntRdpZoPloSUskrZS0QtIXsvxQSYskrcl/R2b5\nWEmPSnpT0pcrsb6YMZ6SNF/S/g36nJ5x10iaXiofJmmupGckrZZ0dp22wyU9mNdXSJpduvZJScsk\nbZN0TpZ9tLSb12ZJa/P4hy1y+a+Snpf0epNnN6EU++eS/qx07XRJT0salHR1g/b7Sfp+1hmQdEzp\n2jVZ/rSkKQ3aj852gxln2FDjNsq3m32YmZmZmZmZ2c7amdmzDbgyIvqAicAVkvqAq4HFETEGWJzn\nAJuBzwNzykEk9Wb5+Ig4HtgHOLfamaRDgWuBE4EJwLW1gSSKhZc3RcSxQB/w4wY5z4mIscAJwMmS\nzsjydcBngO/VKkbE8tpuXhQ7RX0lz09rkcsDWdbMU3m/HwNOB74jqUfSPsA3gTPyPs7LZ1p1CbAl\nIj4C3AjckM+oj+LZHZdxv5Uxq24Absz2WzJex3Fb5NvNPszMzMzMzMysouVgT0RsjIhlefwasAro\nBaYBt2e124Gzss6miHgM2FonXA9wgKQeYDiwoU6dKcCiiNgcEVuARRSDAgAXA1/PfrZHxEt18n0j\nIpbk8VsUu3+NyvPnIuJJYHur+26VS0T8tLrdeYNctuXp/kBtcasJwGBEPJs53kXxPKvKz/geYJIk\nZfldEfFmRKyl2Nlqh4GnrHdqtoPSdzSEuHXz3QP6MDMzMzMzs90kwp9d/XRLR2v25Ks4JwADwOGl\nwY5fAoc3axsR6ylm+6wDNgKvRMTDdar2As+Xzl8AeiWNyPPr8lWsBZKa9pltzqSYeTQUdXNp0edU\nSbNK5ydKWgEsBy7PwZ+GcSXNkjS12n+2ewU4rM28DgN+XRpsKtfpNG6j8m73YWZmZmZmZmYVbQ/2\nSDoIuBeYERGvlq9FsX970zGrfP1pGjAaOAo4UNL5HeTaQzFD55GIGAc8SuVVsUp/PcB84OaIeLaD\nfnZJRPRHxMzS+UBEHAd8HLhGDdYpKtWfGRH9uzvPvZGkyyQtlbR03h3zu52OmZmZmZmZWVe0Ndgj\naV+KgZ7vRsR9WfwrSUfm9SOBTS3CnAasjYgXI2IrcB9wUs58qS1iPBVYDxxdajcqy14G3sh2AAuA\ncbneS639rFK7ucCaiLipnXtsoFEuHYuIVcDrwPEdxH2nXg5eHULxHNpp/zIwIttV63Qat9l30s0+\ndhARcyNifESMv/TC8+pVMTMzMzMzM9vrtbMbl4DbgFUR8Y3SpX6gtjvVdOD+FqHWARNV7JYlYFLG\nHKgtkJwzWhYCkyWNzNlAk4GFOXvoAeCUjDcJWBkRb5faz8ycr6cYXJjR8gk0VzeXdhvnLlI9efwh\nYCzwHPAYMCavD6NYsLjebJ7yMz4H+FE+h37g3NzxajQwBvhZuWHWW5LtYMfvqNO4dfPdA/owMzMz\nMzMzs4p2ZvacDFwAnFqaQfMpYDbwJ5LWUMzamQ0g6QhJLwBfAv6zpBckHRwRAxSL7C6jWL/mAxSz\nb3YQEZuB6yh+/D8GzMoygKuAv5b0ZOZ0ZbW9pFEUu3b1Acsy30vz2sczt/9AsTPWimY33iwXSf8t\nYw3Pe/zrLC+v2fMJ4OeSngB+AHw2Il7K9Wc+RzFwtAq4OyJWZPvymj23AYdJGszneXXmtQK4G1gJ\n/D1wRUS8ne0fknRU6Xl9KdsflvE6jtss3y73YWZmZmZmZmYVim4uD222m2x96Vn/YZuZ2ZAccNQf\ndzsFMzN7H9v21np1O4fflSc+NNW/q3bRx37R35W/h4524zIzMzMzMzMzsz2bB3vMzMzMzMzMzPYi\n7SzQfLSkJZJWSloh6QtZfqikRZLW5L8js3yspEclvSnpy5VYX8wYT0ma32gbcknTM+4aSdNL5cMk\nzZX0jKTVks6u03a4pAfz+gpJs0vXPilpmaRtks7Jso+W1iLaLGltHv+wRS5/L+nn2cetkvapk4sk\n3SxpUNKTksa1usdK+0bPuGHcSvs/krQ8690sSUON2+Q5dK0PMzMzMzMzM9tZOzN7tgFXRkQfMBG4\nQlIfxYK7iyNiDLA4zwE2A58H5pSDSOrN8vERcTywD8WOS1TqHQpcC5wITACurQ0UUCy8vCkijqVY\ngPnHDXKeExFjgROAkyWdkeXrgM8A36tVjIjltd28KHaK+kqen9Yil09HxB9SbKX+rygWfa46g2K3\nqTHAZcC327jHskbPuG7cOr4N/GWp7ulDidsi3272YWZmZmZmZmYVLQd7ImJjRCzL49codkrqBaYB\nt2e124Gzss6miHgM2FonXA9wgIrtyIcDG+rUmQIsiojNEbEFWMS7P+4vBr6e/WyPiJfq5PtGRCzJ\n47codv8alefPRcSTwPZW990ql4h4tXRPw4B6C1dNA+6Iwk+BEZKObHGP1fY7PeMmcd+R5wdHxE9z\n+/I7Ku07iVs33z2gDzMzMzMzMzOr6GjNHknHUMyWGQAOj4iNeemXwOHN2kbEeorZPuuAjcArEfFw\nnaq9wPOl8xeAXkkj8vy6fBVrgaSmfWabMylmlgxF3VxK8RcCm4DXKLaVR9Llki5v0b5hXEnzJI3P\n8kbPuGlepTovNKjTadxm5d3sw8zMzMzMzMwq2h7skXQQcC8wozSrBYCccdF0S7Z8JWcaMBo4CjhQ\n0vkd5NpDMUPnkYgYBzxK5VWxSn89wHzg5oh4toN+2hYRU4Ajgf2AU7Ps1oi4dRdiXhoRS+uUt3zG\nQ+xvt8R9r/sAkHSZpKWSls67Y/7u7s7MzMzMzGyvFiF/dvHTLT3tVJK0L8VAz3cj4r4s/pWkIyNi\nY75qs6lFmNOAtRHxYsa8DzhJ0hrgO1lnJrAeOKXUbhTwD8DLwBtArf8FwCW5MPI/ZVl/RMzM47nA\nmoi4qZ17bKBRLu+IiH+RdD/FQNaiOu2PrrRf307c1OgZN4pb7XtUgzqdxm2Ub7f72EFEzKX43ukZ\n1hv/6epv1atmZmbW1G83/KTbKZiZmZntknZ24xJwG7AqIr5RutQP1HZMmg7c3yLUOmCiit2yBEzK\nmAO1BZIjoh9YCEyWNDJnA00GFubskAd4d0BgErAyIt4utZ+ZOV8PHALMaPkEmqubi6SDamvk5Ayi\nPwVW12nfD1yYO1BNpHh1bWOjuA3a13vGjeK+I89flTQxn/eFlfadxG30nXS7DzMzMzMzMzOraGdm\nz8nABcBySU9k2VeB2cDdki4BfgF8GkDSEcBS4GBgu6QZQF9EDEi6h2LB5G3A4+QsjLKI2CzpOuCx\nLJoVEZvz+CrgTkk3AS8CF1Xbbvvk8wAAIABJREFUSxpFsWvXamBZ7tJ9S0TMk/Rx4AfASOBMSV+L\niOMa3XijXHKtoH5J+1EMmC0Bbs3+L8+2twIPAZ8CBilmJV3U6h4lzQNuzVe56j7jRnGz/RO5sxjA\nZ4G/BQ4A/i4/dBq3xXfSzT7MzMzMzMzMrELFhBmzvUvPsF7/YZuZ2ZD4NS4zM9sV+37ww91bqOV3\n7PH/fZp/V+2iE9bd35W/h4524zIzMzMzMzMzsz1bWws0m5mZmZmZmdnvF78I9P7VzgLNR0taImml\npBWSvpDlh0paJGlN/jsyy8dKelTSm5K+XIn1xYzxlKT5kvZv0Of0jLtG0vRS+TBJcyU9I2m1pLPr\ntB0u6cG8vkLS7NK1T0paJmmbpHOy7KOSnsjPZklr8/iHzXIpxeyX9FSD+5gm6cmMt1TSJ1rdY6V9\no2csSTdLGsz44xq0/yNJy7PezbnA8ZDiNvlOutaHmZmZmZmZme2snde4tgFXRkQfMBG4QlIfcDWw\nOCLGAIvzHGAz8HlgTjmIpN4sHx8RxwP7AOdWO5N0KHAtcCIwAbi2NlBAsfDypog4FugDftwg5zkR\nMRY4AThZ0hlZvg74DPC9WsWIWF7bzYtip6iv5PlpLXJB0r8HXm/86FgM/GHGvhiY18Y9ljV6xmcA\nY/JzGfDtBv1/G/jLUt3ThxK3Rb7d7MPMzMzMzMzMKloO9kTExohYlsevAauAXmAacHtWux04K+ts\niojHgK11wvUAB6jYrnw4sKFOnSnAoojYHBFbgEW8++P+YuDr2c/2iHipTr5vRMSSPH6LYvevUXn+\nXEQ8CWxvdd+tcpF0EPAl4PpGjSPi9Xh3BewDgdpxs3ssq/uMs/yOKPwUGKHcCr4mzw+OiJ9mDndU\n2ncSt26+e0AfZmZmZmZmZlbR0QLNko6hmC0zABweERvz0i+Bw5u1jYj1FLN91gEbgVci4uE6VXuB\n50vnLwC9kkbk+XX5KtYCFVugN8t3BHAmxcySoaibSy0P4P+l2D683Oflyu3X8/zPJK0GHqQYrGoa\nV9I8SeOzvNEzbpZXOfcXGtTpNG6z8m72YWZmZmZmZmYVbQ/25EyWe4EZEfFq+VrOuGi6dFO+kjMN\nGA0cBRwo6fwOcu2hmKHzSESMAx6l8qpYpb8eYD5wc0Q820E/LUn6GPCvI+IH1WsRcWtE3Fo6/0G+\nUnYWxQBRUxFxaUQsrVPe8hkPxe6K+173ASDpslwbaen27b/Z3d2ZmZmZmZmZ7ZHaGuyRtC/FQM93\nI+K+LP5V7dWh/HdTizCnAWsj4sWI2ArcB5wk6US9u0DyVGA9cHSp3agse5liFk2t/wXAOEn7lNrP\nKrWbC6yJiJvauccGGuXyb4Hxkp4D/hE4VtI/NAsUEf8T+LCkDzaJW9XoGbfTfn2W16vTadxm5d3s\nYwcRMTcixkfE+A984MB6VczMzMzMzMz2eu3sxiXgNmBVRHyjdKkfqO2YNB24v0WodcBEFbtlCZiU\nMQdqCyRHRD+wEJgsaWTOBpoMLMzZIQ8Ap2S8ScDKiHi71H5m5nw9cAgwo+UTaK5RLt+OiKMi4hjg\nE8AzEXFKtbGkj5R2pxoH7EcxaFU3bp3+Gz3jfuDC3NlqIsUrcRvLDfP8VUkTM4cLK+07idvoOXS7\nDzMzMzMzM9tNtof82cVPt/S0Uedk4AJguaQnsuyrwGzgbkmXAL8APg0g6QhgKXAwsF3SDKAvIgYk\n3UOxYPI24HGK2Tc7iIjNkq4DHsuiWRGxOY+vAu6UdBPwInBRtb2kURS7dq0GluVYyy0RMU/Sx4Ef\nACOBMyV9LSKOa3TjLXKpq7ZeT77KdTbFwMZW4LfAn+egVcO4kuYBt+arXHWfMfAQ8ClgkGK20zvP\nQdITufsXwGeBvwUOAP4uP3Qat8Vz6GYfZmZmZmZmZlahdzeLMtt79Azr9R+2mZkNyW83/KTbKZiZ\n2fvYvh/8cPemc/yOLR11ln9X7aLxL/x/Xfl7aGdmj9n7jv+jbmZmQ3XAUX/c7RTMzOx9bNtbdZcY\nNXtPdbT1upmZmZmZmZmZ7dnaWaD5aElLJK2UtELSF7L8UEmLJK3Jf0dm+VhJj0p6U9KXK7G+mDGe\nkjRf0v4N+pyecddIml4qHyZprqRnJK2WdHadtsMlPZjXV0iaXbr2SUnLJG2TdE6WfbS0m9dmSWvz\n+Ie7mkvWu0bSoKSnJU0plZ+eZYOSrm7Qdj9J3886A5KOaRW30n50thvMOMOGGrdRvt3sw8zMzMzM\nzMx21s7Mnm3AlRHRB0wErpDUB1wNLI6IMcDiPAfYDHwemFMOIqk3y8dHxPHAPsC51c4kHQpcC5wI\nTACurQ0kUSy8vCkijgX6gB83yHlORIwFTgBOlnRGlq8DPgN8r1YxIpbXdvOi2CnqK3l+2q7mks/p\nXOA44HTgWyq2it8H+CZwRrY9L+tWXQJsiYiPADcCNzSLW6f9DcCN2X5Lxus4bot8u9mHmZmZmZmZ\n7SYR8mcXP93ScrAnIjZGxLI8fg1YBfQC04Dbs9rtwFlZZ1NEPAZsrROuBzhAUg8wHNhQp84UYFFE\nbI6ILcAiikEBgIuBr2c/2yPipTr5vhERS/L4LYrdv0bl+XMR8SSwvdV9/y5yoXhGd0XEmxGxlmIH\nqgn5GYyIZzPHu7Juvfa1Z3wPMEmSmsR9R9Y7NdtB6TsaQty6+e4BfZiZmZmZmZlZRUdr9uSrOCcA\nA8DhEbExL/0SOLxZ24hYTzHbZx2wEXglIh6uU7UXeL50/gLQK2lEnl+Xr2ItkNS0z2xzJsXMo6Ho\nOBdJUyXNata+STmSZkmaWm0fEduAV4DDmrUvOQz4dbar1uk0bqPybvdhZmZmZmZmZhVtD/ZIOgi4\nF5gREa+Wr0Wxf3vTLdny9adpwGjgKOBASed3kGsPxQydRyJiHPAolVfFKv31APOBmyPi2Q762aVc\nIqI/ImYONXBEzIyI/t9Nmr9fJF0maamkpfPumN/tdMzMzMzMzMy6oq3BHkn7Ugz0fDci7sviX0k6\nMq8fCWxqEeY0YG1EvBgRW4H7gJMknah3F0ieCqwHji61G5VlLwNvZDuABcC4XO+l1n5Wqd1cYE1E\n3NTOPTbQUS4dtG9U3rB9Dl4dkn230/5lYES2q9bpNG6z59DNPnYQEXMjYnxEjL/0wvPqVTEzMzMz\nMzPb67WzG5eA24BVEfGN0qV+oLY71XTg/hah1gETVeyWJWBSxhyoLZCcM1oWApMljczZQJOBhTl7\n6AHglIw3CVgZEW+X2s/MnK+nGFyY0fIJNNdRLnXa9wPn5s5Uo4ExwM+Ax4AxucvUMIoFi+vN5ik/\n43OAH2XfjeK+I+styXaw43fUady6+e4BfZiZmZmZmZlZRU/rKpwMXAAsl/REln0VmA3cLekS4BfA\npwEkHQEsBQ4GtkuaAfRFxICkeygWTN4GPE4x+2YHEbFZ0nUUP/4BZkXE5jy+CrhT0k3Ai8BF1faS\nRlHslLUaWFaMK3FLRMyT9HHgB8BI4ExJX4uI4xrd+FByydlJ4/N1rBWS7qYYCNoGXBERb2e9z1EM\nJu0D/E1ErMjyWcDSHPi6LfsYpNjl7NzMq1nch4BLI2JD5nhXDn49nvEYYty6+Xa5DzMzMzMzM9tN\ntndxNynbNSomTpjtXba+9Kz/sM3MbEgOOOqPu52CmZm9j217a/1eM0IycNS/9++qXXTihvu68vfQ\nzswes/cd/0fdzMyG6rcbftLtFMzMzMx2SUdbr5uZmZmZmZmZ2Z7Ngz1mZmZmZmZmZnuRdnbjOlrS\nEkkrJa2Q9IUsP1TSIklr8t+RWT5W0qOS3pT05UqsL2aMpyTNl7R/gz6nZ9w1kqaXyodJmivpGUmr\nJZ1dp+1wSQ/m9RWSZpeufVLSMknbJJ2TZR8tbd2+WdLaPP5ho1wk/W+lNk9IeikXaq7mMqFU5+eS\n/qx07XRJT0salHR1g+ewn6TvZ50BSceUrl2T5U9LmtKg/ehsN5hxhg01bqN8u9mHmZmZmZmZme2s\nnZk924ArI6IPmAhcIakPuBpYHBFjgMV5DsXOS58H5pSDSOrN8vERcTzFjkvnVjuTdChwLXAiMAG4\ntjaQRLHL1qaIOBboA37cIOc5ETEWOAE4WdIZWb4O+AzwvVrFiFhe27qdYlvwr+T5aY1yiYjXStu9\nf4xiN7L76uTxVN7vx4DTge9I6pG0D/BN4Iy8j/PymVZdAmyJiI8ANwI35DPqy2d3XMb9VsasugG4\nMdtvyXgdx22Rbzf7MDMzMzMzM7OKloM9EbExIpbl8WvAKqAXmAbcntVuB87KOpsi4jFga51wPcAB\nknqA4cCGOnWmAIsiYnNEbAEWUQwKAFwMfD372R4RL9XJ942IWJLHb1Fs9T4qz5+LiCeB7a3uu41c\nAJB0LPAHwE6rOWYu2/J0f6C2kvkEYDAins0c76J4nlXlZ3wPMEmSsvyuiHgzItYCgxmznJeAU7Md\nlL6jIcStm+8e0IeZmZmZmZntJuHPLn+6paM1e/JVnBOAAeDwiNiYl34JHN6sbUSsp5jtsw7YCLwS\nEQ/XqdoLPF86fwHolTQiz6/LV7EWSGraZ7Y5k2Lm0VDUzaVS51zg+5F72EuaKmlWKYcTJa0AlgOX\n5+BPw7iSZkmaWu0/270CHNZmXocBvy4NNpXrdBq3UXm3+9iBpMskLZW0dPv239SrYmZmZmZmZrbX\na3uwR9JBwL3AjIh4tXwtBzqaDlrlq1jTgNHAUcCBks7vINceihk6j0TEOOBRKq+KVfrrAeYDN0fE\nsx3006lzsx8AIqI/ImaWzgci4jjg48A1arBOUan+zIjo323Z7sUiYm5EjI+I8R/4wIHdTsfMzMzM\nzMysK9oa7JG0L8VAz3cjorY2za8kHZnXjwQ2tQhzGrA2Il6MiK0Ua9yclDNfaosYTwXWA0eX2o3K\nspeBN3h3bZwFwLhc76XWflap3VxgTUTstHByBxrlAoCkPwR6IuKfWgWKiFXA68DxreLW6z8Hrw6h\neA7ttH8ZGJHtqnU6jdvsO+lmH2ZmZmZmZmZW0c5uXAJuA1ZFxDdKl/qB2k5Z04H7W4RaB0xUsVuW\ngEkZc6C02HE/sBCYLGlkzgaaDCzM2UMPAKdkvEnAyoh4u9R+ZuZ8PcXgwoyWT6C5urmUrp9HaVZP\nVe4i1ZPHHwLGAs8BjwFj8vowitlB9WbzlJ/xOcCP8jn0A+fmjlejgTHAz8oNs96SbAc7fkedxq2b\n7x7Qh5mZmZmZmZlV9LSuwsnABcBySU9k2VeB2cDdki6h2I3q0wCSjgCWAgcD2yXNAPoiYkDSPRQL\nJm8DHqeYfbODiNgs6TqKH/8AsyJicx5fBdypYpvzF4GLqu0ljaLYtWs1sKwYV+KWiJgn6ePAD4CR\nwJmSvpavWNXVIhfynj9V6X8qxQ5cM4FPAFdL2kqxKPRna4tKS/ocxcDRPsDfRMSKLJ8FLM2Br9vy\nfgcpdjk7N/NaIeluYGU+yysi4u1s/xBwaURsyOd1Vw5+PZ7xGGLcuvl2uQ8zMzMzMzMzq1CuK2y2\nV+kZ1us/bDMzG5Lfbthpg00zM7O27fvBD6vbOfyuPHLk2f5dtYtO2nhvV/4eOtqNy8zMzMzMzMzM\n9mwe7DEzMzMzMzMz24u0s0Dz0ZKWSFopaYWkL2T5oZIWSVqT/47M8rGSHpX0pqQvV2J9MWM8JWl+\no23IJU3PuGskTS+VD5M0V9IzklZLOrtO2+GSHszrKyTNLl37pKRlkrZJOifLPlrazWuzpLV5/MMW\nufy5pCezjxuaPL9rJA1KelrSlFL56Vk2KOnqBm33k/T9rDMg6ZhWcSvtR2e7wYwzbKhxG+XbzT7M\nzMzMzMzMbGftzOzZBlwZEX3AROAKSX3A1cDiiBgDLM5zKBbj/TwwpxxEUm+Wj4+I4ykW4T232pmk\nQ4FrgROBCcC1tYEkioWXN0XEsUAf8OMGOc+JiLHACcDJks7I8v+fvfuPtqq88zz//uiViLpUNNWo\nF1ZiJmQo1FQkKJRW7EygUTOj2BPL0ipLVIjLilkGo7Ym6YUdTK+YiWUYJ5VQjKaCjmJESQejCRJC\npZwWibfREgEVWgwCV1GvvzpmBLzf+WN/T9xsz7nnnIvmIPm81jqLs5/9PN/n2XvfPzjPevbz3Qic\nD9xeqxgRq2rZvCgyRV2Zx5MajUXSocC3gYm5wfNhkibWuZYxeY1HAacA31ORKn5v4B+AU/M6zsm6\nVdOAlyPio8B3gG8NFLdO+28B38n2L2e8tuM2GW8n+zAzMzMzMzOziqaTPRHRGxEr8/vrwFqgG5gC\nzMtq84Azss7WiHgY2F4nXBcwVEU68v2ALXXqnAwsiYi+iHgZWEIxKQBwIfDN7Ke/ltmqMt43ImJZ\nft9Gkf1rRB4/ExGPUWTGakWjsXwEWBcRL2S9XwDvWGVEcY/uiIg3I2IDsJ5i0uh4YH1EPJ1jvCPr\n1mtfu8d3ARMlaYC4v5f1PpPtoPSMBhG37nh3gz7MzMzMzMzMrKKtPXvyVZxjgRXA8IjozVPPAcMH\nahsRmylW+2wEeoFXI+L+OlW7gWdLx5uAbkkH5/G1+SrWAkkD9pltTqNYeTQYdcdCMUHxP0v6cE5c\nnQGMzD5PV5E+faD2jcqRNEtF+vad2kfEDuBV4NCB2pccCryS7ap12o3bqLzTfZiZmZmZmdl7JEL+\n7OKnU1qe7JF0AHA3MCMiXiufiyJ/+4Ap2fJVrCnAkcARwP6Szm1jrF0UK3QejIixwHIqr4pV+usC\n5gM3RsTTbfTTVK7y+TvgR8ADwDPAW3luUUTM3IXYMyNi0bsxzj82ki6S1COpp7//t50ejpmZmZmZ\nmVlHtDTZI2kfiome2yJiYRY/L+nwPH84sLVJmEnAhoh4ISK2AwuBEySN19sbJJ8ObCZXyaQRWfYS\n8Ea2A1gAjM39XmrtZ5XazaV41Wp2K9fYQKOxEBH3RMT4iPhz4EngqTbaN4zbqH1OXh1EcR9aaf8S\ncHC2q9ZpN+5Az6STfewkIuZGxLiIGLfXXvvXq2JmZmZmZma2x2slG5eAm4G1EXFD6dQioJadairw\nkyahNgITVGTLEjAxY66obZCcK1oWA5NzI+RhwGRgca4eugf4dMabCKyJiLdK7WfmmL9BMbkwo+kd\nGFjdsWQf/yb/HQZ8AbipTvtFwNmZmepIYBTwa+BhYFRmmRpCsWFxvdU85Xt8JvDLvA+N4v5e1luW\n7WDnZ9Ru3Lrj3Q36MDMzMzMzM7OKruZVOBH4W2CVpEez7KvAdcCdkqYBvwHOApB0GNADHAj0S5oB\njImIFZLuotgweQfwCMXqm51ERJ+kayl+/APMioi+/H4VcKuk2cALwAXV9pJGUGTtegJYWcwr8d2I\nuEnSccCPgWHAaZK+ntm06moylv9T0p+Vyp/K/k+nyDg2MyJWS7oTWJPXfElEvJX1vkgxcbQ38IOI\nWJ3ls4CenPi6Oa93PUWWs7NzXAPFvQ+YHhFb8n7dkZNfj2Q8Bhm37ng73IeZmZmZmZmZVahYOGG2\nZ+ka0u0/bDMzG5TfbXmg00MwM7P3sX0++JHO7cr7Lvuvh53p31W76MTn7urI30Nb2bjMzMzMzMzM\nzGz31sprXGZmZmZmZmb2R6a/0wOwQWtlg+aRkpZJWiNptaQvZfkhkpZIWpf/Dsvy0ZKWS3pT0hWV\nWJdljMclzZe0b4M+p2bcdZKmlsqHSJor6SlJT0j6XJ22+0m6N8+vlnRd6dxJklZK2iHpzCw7ppTN\nq0/Shvz+izz/c0mvSPpppZ8jJa2QtF7Sj3JT4epYji/F/ldJ/7507hRJT2b7qxvchw9k7PXZ14dL\n576S5U9KOrlB+7pjHEzcRuPtZB9mZmZmZmZm9k6tvMa1A7g8IsYAE4BLJI0BrgaWRsQoYGkeQ7EZ\n76XA9eUgkrqzfFxEHE2xCe/Z1c4kHQJcA4wHjgeuqU0kUWy8vDUiPgaMAX7VYMzXR8Ro4FjgREmn\nZvlG4Hzg9lrFiFhVy+ZFkSnqyjyelFW+TbFBddW3gO9ExEeBl4Fpdeo8ntf7CeAU4B8ldUnaG/gH\n4NS8jnPynlZNA17OPr6TfZJ1zwaOyrjfy5itjrGtuE3G28k+zMzMzMzMzKyi6WRPRPRGxMr8/jqw\nFugGpgDzsto84IysszUiHga21wnXBQyV1AXsB2ypU+dkYElE9EXEy8ASikkBgAuBb2Y//RHxYp3x\nvhERy/L7NorsXyPy+JmIeIw2VqNFxFLg9XKZJAGfAe7Kot9ff52x7MjDfYHa5lbHA+sj4ukc4x0U\n97OqfI/vAiZm31OAOyLizYjYAKzPmK2Osd24dce7G/RhZmZmZmZmZhVtbdCcr+IcC6wAhkdEb556\nDhg+UNuI2Eyx2mcj0Au8GhH316naDTxbOt4EdEs6OI+vzVexFkgasM9scxrFyqN306HAK6WJnE05\nbiSdriJ9em0M4yWtBlYBF2ebuteY9WepSN9OuV62ezX7bti+lTEOIm6j8k73YWZmZmZmZmYVLU/2\nSDoAuBuYERGvlc9Fkb99wJRs+SrWFOBI4Ahgf0nntjHWLooVOg9GxFhgOZVXxSr9dQHzgRsj4uk2\n+tklEbEoImaWjldExFHAccBX1GCfolL9mRGx6L0e555I0kWSeiT19Pf/ttPDMTMzMzMzM+uIliZ7\nJO1DMdFzW0QszOLnJR2e5w8HtjYJMwnYEBEvRMR2YCFwQq58qW1ifDqwGRhZajciy14C3sh2AAuA\nsbnfS639rFK7ucC6iJjdyjW26SXg4JxQKo+xoYhYC/wP4GgaX2PV7+tlXwdl3620H2iM7cYd6Jl0\nso+dRMTciBgXEeP22mv/elXMzMzMzMysRYH82cVPp7SSjUvAzcDaiLihdGoRUMuUNRX4SZNQG4EJ\nKrJlCZiYMVfUNkjOFS2LgcmShuVqoMnA4lw9dA/w6Yw3EVgTEW+V2s/MMX+DYnJhRtM7MAg5lmXA\nmVlU9/ozi1RXfv8QMBp4BngYGJXnh1BsWFxvNU/5Hp8J/DL7XgScnRmvjgRGAb9uY4ztxq073t2g\nDzMzMzMzMzOraGVlz4kU2ag+U1pB81ngOuDfSVpHsWrnOgBJh0naBHwZ+I+SNkk6MCJWUGyyu5Ji\n/5q9KFbf7CQi+oBrKX78PwzMyjKAq4D/JOmxHNPl1faSRlBk7RoDrMzxTs9zx+XY/pIiM9bqZhcv\n6QGKVUQT81pqqcKvAr4saT3FvjI3Z/3ynj1/AfyrpEeBHwNfiIgXc/+ZL1JMbK0F7oyI1dm+vGfP\nzcCh2ceXyYxnWfdOYA3wc+CSiHgr298n6YiBxthu3IHG2+E+zMzMzMzMzKxCxcIJsz1L15Bu/2Gb\nmdmg/G7LA50egpmZvY/t88GPdO7dnXfZvxz2l/5dtYtOem5BR/4euppXMXv/8X/UzcxssIYe8alO\nD8HMzN7HdmwbcDtXsz+ItlKvm5mZmZmZmZnZ7q2VDZpHSlomaY2k1ZK+lOWHSFoiaV3+OyzLR0ta\nLulNSVdUYl2WMR6XNL9RGnJJUzPuOklTS+VDJM2V9JSkJyR9rk7b/STdm+dXS7qudO4kSSsl7ZB0\nZpYdU9qLqE/Shvz+izz/c0mvSPpppZ/bJD2Z1/KDzFjWzrV8UtIqSesl3ZibVlfbKs+tl/SYpLHN\n4lbaN3pGbcdtNN5O9mFmZmZmZmbvnf7wZ1c/ndLKyp4dwOURMQaYAFwiaQzFhrtLI2IUsDSPAfqA\nS4Hry0EkdWf5uIg4GtibIuMSlXqHANcA44HjgWtKP+6/BmyNiI9RbMD8qwZjvj4iRgPHAidKOjXL\nNwLnA7fXKkbEqlo2L4pMUVfm8aSs8m2KzaCrbqPIrnUMMBSY3ua1fB/4PEU2qlHAKXX6OLV0/qJs\n0yxuWaNnNJi4jcbbyT7MzMzMzMzMrKLpZE9E9EbEyvz+OkWmpG5gCjAvq80Dzsg6WyPiYWB7nXB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p49ZmZmZmZmZvbHpb/TA7BBayv1upmZmZmZmZmZ7d5a2aB5pKRlktZIWi3pS1l+iKQlktbl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\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QQLXx8ibbRwHjgO+1afMVto8GjgFOkHRKSf+67beVDYw/D1xpe/HAaV5UG0t/oNyfVd5z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\niBhCMtkTERERERERETGE/P9zCQMHqjCfHAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7c3607400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_action_df=pd.DataFrame(test_actions,index=asset_data[:,train_length:,'diff'].index,columns=list(asset_data.items)+['cash'])\n",
    "plt.figure(figsize=(18,30))\n",
    "sns.heatmap(test_action_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1208,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_length=asset_data.shape[1]-train_length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1204,
   "metadata": {},
   "outputs": [],
   "source": [
    "def backtest(asset_data, model, test_length,batch_size=30, normalize_length=10, c=1e-4):\n",
    "    test_reward = []\n",
    "    test_actions = []\n",
    "    previous_action=np.zeros(asset_data.shape[0]+1)\n",
    "    for t in range(asset_data.shape[1]-test_length,asset_data.shape[1]):\n",
    "        state=asset_data[:,t-normalize_length:t,:].values\n",
    "        state=state.reshape((state.shape[1],state.shape[0]*state.shape[2]))\n",
    "        state=z_score(state)[None,-1]\n",
    "        model.save_current_state(s=state[0])\n",
    "        action=model.trade(state,train=False,prob=False)\n",
    "        r=np.sum(asset_data[:,:,'diff'].iloc[t].values*action[:-1]-c*np.sum(np.abs(previous_action-action)))\n",
    "        test_reward.append(r)\n",
    "        test_actions.append(action)\n",
    "        previous_action=action\n",
    "        if t % batch_size==0:\n",
    "            model.restore_buffer()\n",
    "    model.restore_buffer()\n",
    "    print('back test_reward', np.sum(test_reward))\n",
    "    return np.sum(test_reward),test_actions,test_reward"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1205,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "back test_reward 0.5196297454629559\n"
     ]
    }
   ],
   "source": [
    "_,test_actions,test_reward=backtest(asset_data,model,test_length=test_length,batch_size=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff7c9b84d30>"
      ]
     },
     "execution_count": 1206,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fWifYPwCCo5y7ffK3mIiXyCEw+gyI8NLkdbbv5Odn5jCAceUMTIG5t8B/LoA3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\n5f6FRVG4IAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7c9b84518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(test_reward,index=asset_data[:,-test_length:,'diff'].index,columns=['return']).cumsum().plot()\n",
    "asset_data[:,-test_length:,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff7c1d57128>"
      ]
     },
     "execution_count": 1192,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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05y3a21vSNmA0sKlJnROAhbWtxBdSTQrcCpxFtQ06tgeBJ1v0+f4S225op1FN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\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jqVbLrACOtb2x3PolcGy7WNsbqFb7PANsBLbafrBJ1X7g2dr1c0C/pCPK9XxJqyTdLalt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\nUGA+8Fmqb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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7c3607358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_action_df=pd.DataFrame(test_actions,index=asset_data[:,-test_length:,'diff'].index,columns=list(asset_data.items)+['cash'])\n",
    "plt.figure(figsize=(18,30))\n",
    "sns.heatmap(test_action_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bat     64.0\n",
       "cash    64.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 1193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.abs(test_action_df.shift(1)-test_action_df).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1200,
   "metadata": {},
   "outputs": [],
   "source": [
    "def real_trade(asset_data,model, assets, normalize_length=10,batch_size=30, debug=True):\n",
    "    test_reward = []\n",
    "    test_actions = []\n",
    "    previous_action=np.zeros(asset_data.shape[0]+1)\n",
    "    model.restore_buffer()\n",
    "    for t in range(asset_data.shape[1]-batch_size,asset_data.shape[1]):\n",
    "        state=asset_data[:,t-normalize_length+1:t+1,:].values\n",
    "        state=state.reshape((state.shape[1],state.shape[0]*state.shape[2]))\n",
    "        state=z_score(state)[None,-1]\n",
    "        model.save_current_state(s=state[0])\n",
    "        action=model.trade(state,train=False,prob=False)\n",
    "    action = list(zip(assets, action[:-1]))\n",
    "    action = sorted(action, key=lambda x: x[1])\n",
    "    print('predict action', action)\n",
    "    return action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1201,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predict action [('bat', 1.0)]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('bat', 1.0)]"
      ]
     },
     "execution_count": 1201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "real_trade(asset_data,model,assets=assets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1196,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save_model('./PortfolioTrading/RPG_Portfolio')"
   ]
  }
 ],
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   "display_name": "Python 3",
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